{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4a53073",
   "metadata": {},
   "outputs": [],
   "source": [
    "# DEMO ETL Functions\n",
    "def extract():\n",
    "    # <-- your code here --> \n",
    "    yield data\n",
    "\n",
    "def transform(data):\n",
    "    # <-- your code here --> \n",
    "    yield transformeddata\n",
    "\n",
    "def load(transformeddata):\n",
    "    # <-- your code here --> \n",
    "    yield outputdata"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtoAAAD8CAYAAABJhAMxAAAAAXNSR0IArs4c6QAAAIRlWElmTU0AKgAAAAgABQESAAMAAAABAAEAAAEaAAUAAAABAAAASgEbAAUAAAABAAAAUgEoAAMAAAABAAIAAIdpAAQAAAABAAAAWgAAAAAAAACQAAAAAQAAAJAAAAABAAOgAQADAAAAAQABAACgAgAEAAAAAQAAAtqgAwAEAAAAAQAAAPwAAAAAG3ugfwAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAQABJREFUeAHs3Qm8b9XcP/DtGf6Px2MWMlVUpAwhY+FKGRqUzKWUqUjGyJgMUaSSKZGSIVOSksxRJEKkUORmqszhmYfz3+/l+Zxndzr33HvP+f3OPeee7/f12r+999prfdd3fdb02d+99v5da6KXrqQQKAQKgUKgECgECoFCoBAoBEaKwN+MVFspKwQKgUKgECgECoFCoBAoBAqBhkAR7WoIhUAhUAgUAoVAIVAIFAKFwBgQKKI9BlBLZSFQCBQChUAhUAgUAoVAIVBEu9pAIVAIFAKFQCFQCBQChUAhMAYEimiPAdRSWQgUAoVAIVAIFAKFQCFQCBTRrjZQCBQChUAhUAgUAoVAIVAIjAGBItpjALVUFgKFQCFQCBQChUAhUAgUAkW0qw0UAoVAIVAIFAKFQCFQCBQCY0CgiPYYQC2VhUAhUAgUAoVAIVAIFAKFQBHtagOFQCFQCBQChUAhUAgUAoXAGBAooj0GUEtlIVAIFAKFQCFQCBQChUAhUES72kAhUAgUAoVAIVAIFAKFQCEwBgSKaI8B1FJZCBQChUAhUAgUAoVAIVAIFNGuNlAIFAKFQCFQCBQChUAhUAiMAYEi2mMAtVQWAoVAIVAIFAKFQCFQCBQCRbSrDRQChUAhUAgUAoVAIVAIFAJjQKCI9hhALZWFQCFQCBQChUAhUAgUAoVAEe1qA4VAIVAIFAKFQCFQCBQChcAYECiiPQZQS2UhUAgUAoVAIVAIFAKFQCFQRLvaQCFQCBQChUAhUAgUAoVAITAGBP5uDDpLZSFQCBQChUAhUAgUAmNF4L//+7+7v/3bv215TExMdLa/+Zu/6f7nf/6nbS783d/9lea49u///u8t/t///d+3uGM1rpSvMgLXuta1un/7t39rdZX6UrfqLOeOhYnr2Kbu1fdCl2v1xk4sdCPLvkKgECgECoFCoBAoBIYIINQh1iFhiBla4xr5z//8z+6//uu/uv/3//5fOxffhrCVLAwE1IV6Um/qSv2kvtSjcBtiPSTarE/YwijJ9FaUR3t6XCq0ECgECoFCoBAoBBYwAiHZIWfxbiNjwgjvtXAbsobQIW//+I//2M4XcPGWlGn/+q//2v3DP/xDI9jq7z/+4z9aPaX+hnXnurpfDCRbJZZHe0k15SpsIVAIFAKFQCGwdiCAMIdkZ4lBiLTzEO54RxNXuK1k4SAQz7U6UjdI9PDJA6I9vMbyxVKH5dFeOO2sLCkECoFCoBAoBAqBVURguFxEEmTNhqSFuIWAI2qIGfJWsvAQUJfqjVc7IszabTdKPNs2oi5d4/VWn9e+9rWTZEHuy6O9IKuljCoECoFCoBAoBAqBmRBApkOc48lGxhImLUL2z//8z42Mib98+fLuwgsvbARusXhEZ8Jgbbmm/hBqdYdcq6ub3/zm3cYbb9zd6EY3atcQatezLZayl0d7sdRU2VkIFAKFQCFQCBQC0yKAUPNeI2H/8i//0si1r4xcdtll3Zlnntmdeuqp3QUXXNAI2wYbbNA98IEPbB7RaZVV4LwjgFgj2wShtkzkJz/5SXfRRRd1V111VXe7292u23bbbbsHPOAB3aabbtqts846rS55wa23X8hSHu2FXDtlWyFQCBQChUAhsMQRQMJ4n4ceaMsHLB2w1CBrr5Hsiy++uDv//PO78847r/vyl7/c/eEPf+i23nrrbs899+zufve7N3K2xOFclMX/zne+05188sndZz/72e6Pf/xjt9lmm3WPeMQjus0337zbaKONun/6p39qRD1r87NUSGHTfhwL106Q+ixFET5OKaI9TnRLdyFQCBQChUAhUAjMCQFLP3gtea2RJl5Mx0hTlhvwfJ522mnNey0+cv24xz2u22STTa6Wt/S2rN2+2sU6WZAIDG+qGIhof+ADH+jOOOOMdnyPe9yj23nnnTv7613veq1deJqBUBOk2g2ZNiPMNW3g+te/frs+7p8i2uNGuPQXAoVAIVAIFAKFwKwQQIh8+o3H0p73OksLkO+f/vSn3THHHNPxeK677rrddttt1+2yyy6TRBpJQ7R4w/OSJMI1fOluVoZVonlDIJ/+Q5L/8pe/tLrjjVavnl6ceOKJbVmQ9dx77LFHd5/73Kc97XDDdd3rXrfF0460G+0h4fN1s1VEe96aSmVUCBQChUAhUAgUAquLAKJlmcgNbnCDyZcYka6TTjqpO+yww7r11luv23vvvbutttqqEXL6EavhkhLxhdlCulfXjoq/ZhAYPslggXNtAlG+znWu04j0d7/73fZE473vfW+3/fbbd29961tbPC9WItdIdtJKJ6yIdoOkfgqBQqAQKAQKgUJgqSJwxRVXNE/1n//850aOPO7//e9/3732ta9ta3Zf/epXNy828mzZAPKEYNt4rbOuGznLulye7YQvVVwXW7ndIOVPbJBm50QYcSOlXfzsZz/r9ttvv0ayv/a1rzWCre5JyLWlJze84Q1b2Hz81Acl5wPlyqMQKAQKgUKgECgEVhsBS0auvPLKtgTAemzHu+22W/e9732vO/3007sdd9yxu8lNbtKuW06AeCHllpUgY/GGI9cIGiJeJHu1q2GNJlCPiHS80uo4XmmGqXdtw9Ihy0a+8IUvtHZx61vfuvv0pz/dlgy5ySJuwDwZCflugWP+KaI9ZoBLfSFQCBQChUAhUAjMDgFeahtyvLz/BvaWW27Zlop84hOf6G55y1u2F9q83IZIEwTM9qc//antLS0Yeratz3WtZPEgoH59spFHWn0i3OqRuKFCwt1cIeS81Yj4gQce2B1xxBHdE5/4xO64445rabKUSNy0l/lAodZozwfKlUchUAgUAoVAIVAIzIgAIhVv8/DYOtvLL7+8fc5t11137V7ykpc00iWua4gXcsV7zVtJ8gIk0s176Tqv53wSrBkLWxdXGwF1iHSrUwRbG0GuU6eu5SVXn3X0Rzdnn31297SnPa170Yte1O21115tecmNb3zj7le/+lW7UZtqxLDdTb022/Mi2rNFrtIVAoVAIVAIFAKFwJwRQJYRJHvLABApX5dAppAoy0T23Xff7sEPfnB30EEHNbKFEGUpwZwNKAVrNQJf/epX27rtF77whd0TnvCERs55wRFzN1883dqTY55y7SrkfRTA1NKRUaBYOgqBQqAQKAQKgUJgVggg1nl5MQQnJNsf0PhjEmtvkWzxECKezPlcZzurglWiNYoA8oxMW250+OGHd69//evbpwB5xm3EUxHtzz43b0j4KGW02kZpWekqBAqBQqAQKAQKgbUeAaTZGlzCq21DuH1B4lGPelT7qsgb3/jGFm4NLrFWN6S8BdRPITAFAcTZEiKketmyZe2piLXb55xzTgvPzdpw+Yk2Jd0opZaOjBLN0lUIFAKFQCFQCBQCq4XAkPDEu23/0Ic+tFt//fW7Y489tj3S58HmeUSGeLXFKSkEZkIgy0J4tv15zTve8Y7u0EMP7c4777xunXXWaU9IEHE3btqh9jUk3jPpXtVr5dFeVaQqXiFQCBQChUAhUAiMHAFfgUBw8jjfeu1XvvKVLeyQQw5pHkZECLG2pERcW0khsDIELAPh1XZj5jvbz3jGM7qddtqp81KtJyfalI0XGykfNclmX3m0V1ZLdb0QKAQKgUKgECgExoYATzUvNeKD8Hh5bffdd+9OPfXUbosttmif40OCfC0CEbIhUKNeSzu2ApbiNYKAtmRJUp6AuJHTZuzvec97NtKNeIdoI+TiOh+lFNEeJZqlqxAoBAqBQqAQKARWC4F86QHhRqIf/vCHt/W0O++886Snm5c7ywAcS2M/alK0WoZX5AWNgLaUL4t4auKpCKKNgPu838Ybb9z95Cc/6W5zm9tMvlibJyWjvImrpSMLupmUcYVAIVAIFAKFwNqNAMKM/Hi8f9hhh7X9Vltt1Ug0D6PlIoiP6+IS/xhZJHvtbhdzLZ02k6/X+Mv1rOv3CUlr/w8++ODukY98ZMtG++PpRrTz5zhzzT/pi2gHidoXAoVAIVAIFAKFwLwj4JE90nzJJZd0X//617vHP/7x7e+0hZcUAuNCYJdddmnrt88444zW/tzE8YC7iYtnexR5F9EeBYqloxAoBAqBQqAQKARmhQCSbVnIWWed1faWjpAi2rOCsxKtIgK82o9+9KO7o446qqWw1GQcT0mKaK9ihVS0QqAQKAQKgUKgEBg9Ah7lX3bZZd0XvvCF9s996667biPZwksKgXEi4J8iebI/9rGPNZJtCYmbvlFKEe1Rolm6CoFCoBAoBAqBQmC1Ebjwwgu7Sy+9tHvc4x43+WKa9dklhcA4Edhggw26hzzkId2HPvShlo0v34xy2QilRbTHWYOluxAoBAqBQqAQKARmROBPf/pT9+lPf7rbZpttumtf+9rtxUjebI/ySwqBcSGQT/ltttlm7WXbc889d+Trs9leRHtcNVh6C4FCoBAoBAqBQmClCPhb9c9//vPdi170ohbXOtmrrrpqpekqQiEwVwSuuOKK7t73vnd3i1vcov01uy+VjPoGr4j2XGup0hcChUAhUAgUAoXAjAggL15utM8a2H/9139t3mtrs+985zt317ve9dq5z6vxbK/sxTS66CA+zSYdkY+vR0wn1uBmk963u51HhsfDsKQRJg2R/i9/+ctkXlN1iRN9w/TCp5PEzTX6lcM3w+nOH/q4rozR+Yc//KGdKz884Cttrk+3p4PtEemkp1d6e0KP89hmP9TNruQXXVPzE99GhukT3z71RZdyRqQL3knrmjB1PheB601ucpPO05M73elObemSm75RvxtQRHsutVRpC4FCoBAoBAqBQmClCFj3mjXXCBPhPXTsRbR8zxh5QnR883hIuKbLQHqECyn8zW9+076ZjKgh6Pk2d8hZyCE9bLFJH5tyfbg+V9rYmvydI4VIqjTXve51W15IqmvD9K4P9Q6vRd9wn+vJl335djhc6PLHK8lbfOXN96GVRbmVX/hMQpc4IefS+UMX4fIKLvKIXfRNLaNr4rI119tB/5O0rtmknU6Eh9zS5ZhtiHDKLQ7bhqR7aNd0elcW5jN+7NJ+eLV/8YtfdBdddNHKkq329SLaqw1ZJSgECoFCoBAoBAqBVUUASUKQQraQKecIIk8qj/ajHvWopg6ZEh+JcrwyEYde3nBpHIdkOqdruA3DhrrpSd45Hl7PMVKGkCLYCC0iKEyZbJFhno6nyvC6a4ljP8w/ZUI+/fkKzOQvnLBBfHjakFNr3oWLs6KNzTe4wQ2aLnphJr34w3LIIzpybB8bh9eEpxyOp0quqSMSmx0Lg6Uw+TtXBuVN/ISL79pUO4WvrsiT/rvc5S5t74XcUUsR7VEjWvoKgUKgECgECoFCYBIBBAuByt6FELTvfe973c1udrNG+JA9xEo8BMjykZmETiTJhvj6O23eZroRQZLr2UdfiOJ05C+2iZvj7MXnaQ8hY6c8eYTFGYrzITl0Lfna0yWOvXPlsR/m5ZwglldeeWXzaDsXV9623GQgzCQ3MClbC5zyIw86fvaznzX7HbvpkY8NEVcfU3VIx6ahvVEtLpxjf8Kznxqec3sSnY7pYYcnFcP1+vKwsdc2F0l5Q9jXWWed5tXOMpa56B6mLaI9RKOOC4FCoBAoBAqBQmCkCCBSSBOZSsROOeWUbo899mjXQrimkuJ2cZofBAkZR7h+/etfd29605vaXl50RELocm4vLGTNsfghxYlvP1XE+fKXv9y9/e1vbyQVwbcEIYQ0RFC6lNWx8JDmXIuNyW8Y7po0IbvSfuQjH+k+85nPNI+1uAg1EYf8/ve/7w488MDumGOOaXhPZ3+L2P9I65OKMPvWt77VvOXKIo28YRi7Yicb2OQcDokTndPlFzykHV5PPtFNh5sVnnskn1gmc+KJJ3a+BqKu6LKna7i1yLP4UQZ6Ig972MO6n//851cj9rk2l/3/tcS5aKm0hUAhUAgUAoVAIVAITIMAUoXUkOxDuj75yU9OLhtxnTcxJI63diZBkkL2eCfPO++8SY8vUkZC9LIXFpKXtCHc4gyJX9IPSR3bkPpvfvObnZcQIyGAyTflcz0kMfnKw7G4dCdfuoULSxpxo5PHfvny5c1GpBTBlsb1HN/+9rfvbn3rW0+u43Zt6kY/Qcy/+tWvtvI4pyOkPTYOyxE7huVIulxLeexzLE70KJc8Et81x+JO1av+v/Od77Q/M4oORFyZ7VN/rs1GYMgewoYtttiiu/jiixsus9G3ojR/vcVc0dUKLwQKgUKgECgECoFCYI4IhMAhR45DKhEb5DDEjKc1BG0q6Z1qAlLOo02X5Rw8siFxIXbZD9OG2ElnI9IN44qTLXGi4/rXv34jeQlnb4ipONJFV8otrvBctxfHxvapS0/EhRUJGeQ5FxfJlJ9j67WTn7BnPOMZLY2vZwi3xc52YfBjqYn84xmXD92xfRC16aGfPmUSz7GyszPLZ8QhdLie43bQ/0xni3yTTrzEoRcursWm7MUbhjtfXVGOlJ2tlo5YpmKN+yiliPYo0SxdhUAhUAgUAoXAIkYA4QhJQp6QmZARj/QRrAiigiQhQ5GQZGTJccgMvXT5yoU9EmVpgPRZeiGNa9ExzCv6h3s66A3xiz10umYdtT/CueCCC5rdT33qU7tNN920Hce+D37wg80T/rvf/a677W1v264//vGPb9nQbTvppJO6b3zjG82uvffeu1tvvfUaJvIjiSfPEOHYBUv/OuhLIfm7bzcH4p199tndWWed1dF5y1vesi1b8AWWH/3oR235xOabb96IM7089vLzvWdE8P3vf3/37W9/u92kPOIRj+g23HDDRhKPP/747la3ulX36Ec/utkl7dve9ramk633u9/9up133rndoLBNHcOfOGfXcccd13QLd/Ny8MEHTxLdxFNH6grG73nPe7pDDjmks97+Xe96V9N997vfvbMUw/pxNig/e9mtvdzxjnfs2M37TtI2LMn54Q9/2Em/ww47dDe60Y0a1tqNdijtF7/4xbakRDqf53v4wx/ePfCBD2zr1dWrjfCIp+22gCk/8lRP4tGrXoTx9AuHxyiklo6MAsXSUQgUAoVAIVAIrAUIIF5IDVKHpCAtyJcwx3kxzTkyctlll3WbbLJJt+uuu3af/exnG1ERDykPUQcLfeIjMogXcoNQ3fjGN26oITWuEXs6VkZ06CH0IuV0CpMe+dtzzz0byUYsEbZ99tmne/azn93SsP/YY4/t3vrWtzZiioQrJ6JnOYtjctRRRzWiKf6DH/zg7p3vfGdb14w4IqHyZKeNHTa2E3vnPhv3jne8o73MiMzBgj55I9VIthsC5Fi+/obed50R3vyJD+8z4nvyySc3siq/+9znPh1i/b73va+lg7mbip/+9KcNf1g885nP7N797nc3Qqs+reF+85vfPPnpPN75iKUpy5Yta4SZDfe4xz3aF2HceLCX2MNXuXPO9ic/+cmtDP7O3I2OPH/wgx+0+kDK2aEsbma23nrrdoPxtKc9rS1dYSeb1Y8bjXve854Nzxe+8IXd6aef3vKCm/I95SlP6V760pc2co2I+8OZ173ude3PZoK3/G0raz/iKIv8E/eGN7xh08nmUUl5tEeFZOkpBAqBQqAQKAQWOQIIK/JBEELkBclBPHw6zjmSyQMornBkkWfzjDPOaOScJxOp4j0myJn44kqDfMqDF9m62NkKcoQshWDRQ3/WHvMIP//5z+9uc5vbdHe7290aceRRRXx5fRG6m970pt2WW27Z9uLsu+++3amnntq8rb7IYQ3zYx7zmEYkfR2Fp3X//fdv5BguJHYol3LaC7M5phc2y/v11ZYn8PJa2uEm5SUveUnTYc33sp7k8m5bDuJzc9IhxrBFUJVTnbDhvve9b3si8Mtf/rLZCNvkae+cTuvWEXqkHN7rr79+e5nz8ssvb8Q9nwJkBNJ6u9vdrnvZy17WvPaeOPDe77ffft0ll1zSbbzxxi1NiKw08KZT3Oc85znNhjvc4Q7di1/84ubBdsOgfXjh0k2Mc3WvbK961ataOPytxf7+97/fXviMlxtWr3zlK2XT2pyvrtB10EEHNazYQQ/i/fWvf73VL4yU3Z5tM4mnBG402JOnNRtssEG7mYyOmdKv6rW/9qZVjV3xCoFCoBAoBAqBQmCtRQAp5q1EYpBExM4x4sHzx6uKxBDxkBWC1PB2e1GQV/Kud71rI9177bVX8+Ty1Ia4IzZ0IX5I8FwkhIitIbgIGXJ6r3vdq5FA9iJtCByihuAiVojjtttu27zBbEP03EwgnERc5XEzgGS7weCBt0xDHsgqLzEblAnBDWmjn8gbkXTTcdppp00SQF5zWFr2kD9KWXfdddsLlvEe83T/6le/6r72ta+1srmBcPNgQ/J56dnPFljC2CZPZB35ZBMyyi43FYi8L3lstNFG7asp8vDkQXpPJHxbW126EVBHiCgvLyzoVK7oVz7xeK6zHMU1+SDfbizY+YEPfKDZqq4t9aDP5mZHmX772982Iq+s4qgL6TbbbLNG9C2XUVZLT+TH9pRVuW5+85u3ssBN/qmHeN3ZOZ24KSLqL/XFbjpHKeXRHiWapasQKAQKgUKgEFjECPC2IihIa0gkMo10ISa+a4z0IGeWM4SsIDkICpKDrLqGwBzfL22wIVaWlzzxiU9sS03oQJZCKmcDGf0R+doIooaQIcWxiz08rcqCgCK/iBvPOzuUF5FmFy+uMIRRuZWHWCpCeJt5ixFPIm482YheiHf20vFIW6sNW95fyy38GyG8fVIu666RYDc28FUeNiO+sA2pdB0xRlrlp57Y7mYAQRVPec4555xWHnYisUh1dMPDjYf6FCYvNrHH5xbhx35p4WlJymMf+9iWHzzgIh/1Si+vv7KxFebSOGcfwu2GhbdcOeUHZ6T6U5/6VNPD875B701WFmmkl7ebD08WnHvS4PzpT396K7947ECSLV9yA+VGQR0rB1tmEnXGFiJfQmfafwsYwU8R7RGAWCoKgUKgECgECoG1AQEkJSQZOeO1tVk6gLwhLzbxEByEL4LkSYukuY7IIEIImzBLB2wI7HOf+9wWJwQnOlZnz56QSsfIoj2yhdgiwIRdbFAeBA859LWTl7/85S0OjyvvNvFX8D7bxy76lFF6xzzHvKc837z38kYqldmxMicdjOSJICJv9H70ox9t+cKFLa9//etbnvBF7nj/hy9M0omU00GQQgTSRofyIaO89eyTD4GBa9ttt133ile8ooW56RDGPnZJTzcs2M1e3lxEFi687XQqm716ZCOiLL/kEeKsfXjBEeFnn3RuFpxvv/32jSxLI1xe8aKzSf689Ook5RAXoeft92RC/nRpRyeccEJ7QgCX1I8ySWsTzlZ4yW9FIg92wDAij7SphM11P1r/+FytqfSFQCFQCBQChUAhsMYQQEwQHn96Yr3ynv0LhYcddlhnLbAlFYg1kohoIjkIDUFGkRYkFdlBXlxHehArRInn01phBJCnFrELiZxNgeVDb/JBnIRZknDnO9+5fdUDWROGdPFkI5A8qUgmG3fZZZfmCZb/RRdd1F7QFIcXlX02f5hCD5KtfOeff37zJiszHfS7jujGBvriLYWR5Q42Xxnx1QzeZ8QUQUTyEVzLM5A8HnDhvuKBwCLDsCWWWsRjHMx5i2GAJCKu7ICLZSVuOqwzR6zp5on3gicCSy+irM6lUVa4iIuYuymxBEcaZZGvcMSYfdLRT0JWkWx1mnoXz9dF2AdHbYFYLuIFSGvNpbn//e/fcGQrPMVno3aXGwg3IexL/sqjvDDVJtkIJ/hJMxPJbkb0P+qLpK7Yy0Y2jErKoz0qJEtPIVAIFAKFQCGwCBBAJpAUxAlBCtlALixd4DFEwHyJw9cnQqKmK5plD0ceeWS7hNwhlSFaApFrn5RDfh/60Ie2z7BF38c//vGrEZwhuaGDvmHY1PyRI+UgykRC8Kzv9dUOX79A6hG7D3/4w43sbrPNNu2cTeJYAywfSyd23HHH9qWLQw89tH1txBITnwBkC2Lsk3zygB3Sy3POjiwrQRCd8xzDFR7SEp+g8++OblJ22223RgQRQ0tVfK3Dl0l8is/6dvYixNaDW3JCEGBbcLbPBlN5wkOe9HpygGzzalv2IR+f31NuBNlSC+UQFym1ZMQXPGxuiOh2k+WaTxxKI74bkXjHkV5eZtfkyz57OKTu3KDQ5wVJXw1xU2FZi5uIRz3qUW0duG+pI/pveMMbut13370Ralgrj3LRh7BbR+4lSqRbmX2VxKcXhfkKCYItDfvgrwwrEm0mHn51Kq1zNyCxfUVpVyd8xRasjpaKWwgUAoVAIVAIFAKLAgGkIh48xMkxr6LPviGC1lEj2LyXBBHj5UNgkBfxQ2YQLSIMGSKIq6USPLhIrrXI1hOT5I3URG+70P9Ed+LNRJLECRlim5f2EFnlIMuWLWtE04uEyJhwJM8yBEQQMXzSk57UiOGXvvSlRq4Q8J122qmF0c2j6gsqbLWG+Mc//nEjq7468vnPf76VU16uh1gqHwInD3Y5Vi6CxFt+4iYGPiRpEWJebuvG3RDARj084AEPaGSRHjcPIdP2qTcknXcbIYY18o/wSoPcejnVVz944pF4n+uDh/x8as+ac/Z7CuArLV/5ylcaoVUWRPhBD3pQ06+tKJO46kYb4PWGkTKyQbmFeYFU+ojPKiLEcGMbYu2LKjza4iHfcOU91wbpQM7d3ORGCME/4IADJp8KINPS0QMn9sANNvH2z9SG2Jw2nXjChnbH/rnsr9Ur/WsLmIuWSlsIFAKFQCFQCBQCiwIBBCzEEAVAfN7ylre0z8DxAHuMT3heCYITEiM+EuMcIUGeeH3FQQyl9dKbl9OQ2VAM+5AZOpFEBBexs0SCiIMoIbkhksM0LdKUH2lsbLGsw/phtoWEuxGw3IU+xJLIIwTYseUJ0iFt9MAGGZYG4WNrvk1t2QnvNcIccot8yk86xwQpJfHeh7xZ+uBYfiT1gHCz2/IP9sibPfIQ3xab5c8mm/x4v2HtWJ1Ji3SzSfnUr6UV1oL7+olr0hJpeb4RZGHq0bHlKNLCDClPfnSzGeaOxQnuypAbDOVUHnHEZQN74EiQ55R5WF/ysWxHXE9DkheblT/4Kos8eJ/Zzw75uE6v9OLTvSJxnb3aWNqZb3m7OXzWs541mdeK0q9qeBHtVUWq4hUChUAhUAgUAmsBAsgLYoG8ISYe4fPu+lMRZBmJQeZs1h6Li/CF6CE1dCAxwiwDQJyQ0HjBkR7XxEOyiDBbjnmMeTaRHbbIB9ESx7G8EVWkaUUires2aXg5ES2SciJ7BOkWT1mkE5d+8eWpXK6zRdldD1mMfdGD+NEvvvTIvDSIsjA42CsDHdlCFNkiLNg4h1fKK28SggoX+bgBEGaLvSG8yi8OXa4j+/RJwxZk3DUbQi1MWliwSx7KCQvlI64Jp9vmmjjSyiv1q5x0ui5M2cSXNjgKk49yEudpI3QlTDj90imH85TJsfLkj3Zin3zUqzzpTH2JvyKBn/LLSxpxPVnw3XBPH4SPQmrpyChQLB2FQCFQCBQChcAiQQApQXhCQqwB5pW2nIGXkBcT8UBukEfECekRJh0SZqOHWFqAECFZCBfShPREEJaQUjqc07NB/zk34SQETXjIHj0rIzu5Lm7ydqxsSJfrbEeo2Cx/HljXkDXEWJ7OyfCGQhrCNtfZipzBhFiK4a/HeWBdpxsmCKdjXmGefUsb/MtiSCH7kmfSsE25Q3rhSeRH2CV/8SLySjz6SEhwym+vnDCgOxiwQd7KJg5dwgjMcoOQ/LQL4cqmrI6lgVG899LKgx6bPAmyL6507LMFZ8fK4Loy2Gt38hWedpNy0sfDzh7X3NAoA3sIfXTkvAWu4Ef5E48OQq/PHiZ8BUlXK7iI9mrBVZELgUKgECgECoHFjQBCg1ggcciKv97eaqutGolCPJEk5CtkC5kK4XENmaHDMT0IFF02BCmkz/XEES/HQQ/REd/yBUsp6CX2iM6QrCfNdHu2yVO6kFxkSzihh22WVTi2HAQJ5BkVn10IljKzyUZX0iGSyJ0yII10+f60f2j08qJ0CGbiSw8TYa5lmYjjEDjXiXPE0iYP4exOXLaJI2/hCCfbHLNFuHykU2bxQ1DZo8wwFld95uZJPEKXtOLBkF6eb7jQLdxeWOxgm3TDcroujF52iJN20zLqf0KgXYe9GxY2anNshquywIFu9rKNLjYQuIvr5oEe9ShP8dnuWHmJsJlEeemlgx3ydk7vKKWI9ijRLF2FQCFQCBQChcACRwBxQS6QL+ukHSPaiA6C5WsaiEyWGiAe4kbED/FBbEL0ECDhNiQnBAlRDQEOIaQTMeIN/8IXvtBevgxhChlNfivaSy8PW2yUbwgf8sQW5UL6eOqds5etiJa09CB98vUJQ1/JEIYY0iEuoUcc6ZSHhEQrl+tIvHIMJWVNXmxwLJ4tpBHZJ4iifMSxFz9lTVrxHCureI7lQ580cFBPIcCpA+nEQ2KVI1iJR6IHRq6xjT5lozNYOCb22oY4bIQX/eLTDxfh9LEt2McTLj0sYU2PNGxwHsJNt5sxdWQ9NhGHuJY0sc01etmfsBZ5yk/qjA6bzz9ayhQspkSf9WkR7VlDVwkLgUKgECgECoHFhwAigvQgYkiR9dVeKkNKhHkcjxzZkB+kxzFChyCJJz0JqXEuDkF8EB1kS1wECekJ8UFwiDQ+03bKKac0oo3sSCcfe7bJb0UiDl3IXfKKF54NsZkNjpVNuHMiP3kEC2XxAmLWADtnM3tggBDyviKACCjyCh92iEuvPTJpzza6s6Uc4occsosN4tM5FHmzmV62Kqc87dkkH7qcE/nQBQu4pXzssNEnTmwTxzmd4joWj854hekjwUxakjoeEnhxpM3eMTttw3oUzhZ2y1MZgyN98JVGXvIX1w0NG+P9ZoPr8oIhnSnzsN7FW5FIb4ttiPZt+y+2eAlzlFIvQ44SzdJVCBQChUAhUAgsAgRCTI8++uj2uTT/jjguCaFBnhAihMmGFFsvvUG/VhuZEg+hFY998XCOy67Su7QRQMjdWMTL7pOWPo/oX0u1wVHJ6DSNyqLSUwgUAoVAIVAIFALzggCPItKLAM+HINPJi9c0ywEuvPDC5r2MV9Lj+3iG58OuymPpIZAbOl5xa7/98Y4XIUdJsqFaRHvpta0qcSFQCBQChUAhMK8IINgEqR96uC0TeMxjHtO9733vm1zeIA5vY0j3vBpamS0ZBNxkepJC/CGRJyj+0CdPV0YFRBHtUSFZegqBQqAQKAQKgUJgWgSGRBuRjvAe7rnnnt0nPvGJFuScx5s322P9kkJgXAhoZ27mrPv2j5w+xejfTLXBYRuda/5FtOeKYKUvBAqBQqAQKAQKgRkRCHGxR2SyhMTLbuutt157+c7fcyM+eSlvRoV1sRCYIwLaoPbmKzs//vGPu80337y1Pe1zlDJabaO0rHQVAoVAIVAIFAKFwKJHALlGniMh3YgOUuORva+PnHDCCVdbVpK13ElX+0JglAhoh166/da3vtW+fHKf+9ynPUkZZR50FdEeNaKlrxAoBAqBQqAQWOAIhOwyc3g8TrMRax7sEGzkO0TbX197IfLiiy+e9Gpn/ew4bSrdSxcB7QvR/uQnP9k+b7n++uu39jnqG7wi2ku3jVXJC4FCoBAoBJYoAh6ZE6Ri6G0eJxwIvbymEns2+CMSZPv9739/I+LiIOH58ghyjhiFBI36hbVxlrt0rzkEtB+fkczeN7vTlvQBS0a++c1vdvvvv38zMt8kH6XFRbRHiWbpKgQKgUKgECgECoHVQsCflPismkf3559/fnfRRRe19Eg1MoR0h5zziAv3omTCViuzirxkEECoiT/X0cZ8TlK7Qba1HQT82GOP7R72sId1G264YfvSjfY16nZVRHvJNLkqaCFQCBQChUAhsPAQ4OVGini0eRQ/9KEPtT+uyT8MZrkJksTLzZstrKQQWBkCSLO2pV1pM1mupA1dcskl3Yknntjtu+++LQ5d2teoZfQaR21h6SsECoFCoBAoBAqBtRYBJMjfnvuL8yc/+cnd6aef3n3ve99r5eW99k1txIggSraQ7xZYP4XANAgg2SHa2oy25J9HtSU3cfvss0/3spe9rP3tOo93PNnijVKKaI8SzdJVCBQChUAhUAgUAquFQDyOyM5DHvKQbsstt+wOPfTQ9k99vNhZT45wI0Eh26uVSUVekgjwUGsvRFuyjMQN3Ute8pJGul/wghd0V111VYvjxchxSBHtcaBaOguBQqAQKAQKgUJglRBAnhEghBsxesUrXtFdfvnlbQkJTzdPI5LEi50lI+LFA7lKmVSkJYlAPNrajxs17ezcc8/tjjzyyO7UU09tN3Nu5JDxtKdRLx8por0km14VuhAoBAqBQqAQWBgIIDY2j/PJOuus0x1xxBHN6/izn/2sLStBguLZFqeWjkChZCYE3MD52ghybcmI9vXHP/6x22677drXbbyAe/3rX7+1Pde9LJk0M+ld3Wv1/6ari1jFHwkCPBfE3oBpEB3eUY4kk1JyDQTgHa+Ri46tV4P9qO/ir5F5BcwKAfWTPqKO1BnvTLwvs1JaiVaIAHzJEF/4x+u6woR1YdYIwDpEx+N77fxud7tb98Y3vrG7973v3b4O8bvf/a79sQ0ypI6kUS/6gjT6iSUBrvFc0uFaydqPADKtPSDUQ9EGzG2WJGXM3HHHHbs99tijkW3XCQKemzzxRt1uqhUOa6WO5w2BTGL2aewGzTzayfV5M2iJZBTCYPAhJqWpg9MSgWLBFzOfoDLoZxKI0eoN8SsZLQLGHRtsETd7fUUdpM+MNsfSFgQy5psDHCPNj3/847sf/vCH7YsR+gMy7vpf/vKXdp2H25hmr4/oF0hX1VdQXRp79a9dWGttPtN3yfWud73WJrQNbeJxj3tc+7TfQQcd1NrUfKFTRHu+kK58roaAwdGgSBBtA6uJTFjOr5agTkaCQG5q4KwOiH2RiJHAO1Il+eMEZI/HLsQ6xC91OdJMl7gy/SJjUPA1gSNvzk3WJaNHQNsO0eaxhjeydN3rXrc77LDDul//+tfd/e53v+7Tn/50e/R/k5vcZDI+Am4MC7kO4aYzdTh6i0vjQkIgN2DaC9GGtCfjpraEfL/85S/vfvnLX3annXZad4Mb3KDzhEQ7mg+pUWM+UK48roFAJjT7DLIhEAm7RqIKmDUCBp1g7thmYhJmkjKpFYmYNbxjSZgbIWQhTx3UG6k+MnrIp+sjcoG/usiNzuhzLo25iXFTYxxyk4k8wd12wgkntMf9j33sY7uPfOQjrf2LS5Cq1FHCECx9xLWStRuB3AQj2W66LBPh4TZmqn/91ouPPhd5/PHHN5Itzo1vfON5A6aI9rxBXRkNETAIGhzjSc0kFtIdQjFMU8ejQSAEzoQGZ3UQ/EeTQ2kZBQLqSR9Jn6DTsU24rWS0COgPNthnjEqY85LxIABv4xGirH1nKYixyTIR4e9617vay5FPeMITugMPPLD9iyQynmUC0mfZgHSZW8ZjcWldKAioc2RbO7nOda7T2o6x0b8+/uY3v+le+tKXdhdffHH35je/uX0vWz/WVnzNxouQ8yE1Us8HypXHNRAIwcuFEAf7TGy1/+ukPyocYA1fA9NUci2PkoWFALKRegrZdp76G1W7KD3X7GchbfDOmFREe3z9Ix5onmyYI9bItz3yBHtLQl796ld3m2++eefbxx/72Mea55vX0nWkW1rHyLd6K1n7EVDfxkdr+tV56v6nP/1pt+uuuzay/da3vrW1G2TceGctt/F1vqQ82vOFdOVzNQQ8unG3eeWVV7a7UY1eJzGwGiyL+F0NrjmfGIy8GHKb29ymu+ENb3iNSajwnjPEI1cQzzViHdFnTCD6SRGJoDK6vX5C9AcY21vHedvb3raWIYwO5mtoQqIRZTc45gJtP3UhsjnBdaSbN/uMM85oa7ett33lK1/Z6sdn26QT175kaSCgnxIEW9txs/aqV72qfYPd049nPvOZ7XORyLXlJTzd2pltvmT+cpqvElU+84ZABkINFxmwmZhsiLTBExlwTr7zne90H/zgB7tTTjmlXb/FLW7Rrbfeem3NFO+Fxz/2RbRHX4UwvfTSS7tf/OIXDd973OMe3V577dU+caR+DFIGHnWax7jCHBu8UoexzKRHag1kEJl5bzKApT6BBGjrQ+xch70+FEKh7+hH/o76fe97X/etb32rEY3111+/kb8i2jNjPpur6kBb1xfskTcvULnBcaO6yy67tI1XNZI06tSxOlbX6lkd6XslMyMA72F7Hh7DUV1kPkGkdthhh+4ud7lLd8ABB3RbbbVV97a3va3beeedW7+KLnUwHfbW8aoneuwJ/bZIEfUgMX979ZX+MqwXx+omexYN5ybzk/HT/ic/+Um39957NwfeIYcc0tqJNiCt/ku/m7XMdfNVumv1BtTCs/lCey3MBxEgGrq7xT//+c+NOAvTOayD8ta49XUa/CMf+cj2OOdmN7tZIxrIhniZlBzbSkaPAIw9QUC2L7roou74/sUQn87yCa3XvOY13c1vfvNJAohgeDObeKybOjFQxcOqzg14Q8I4eqsXt0bDK/xMAgR+CBnsQsh++9vfNuxdsxE3pS9+8Yu7b37zm92tbnWr7tnPfna39dZbT04UhXmDaeQ/6ivETl2Y/HnCPHK2P/HEE7tPfOITrT/4C+d99tmn1aU6NZGra/1D2qwZHY6JIzd4BArf+c53duecc073nve8Z7L9jUDtyFSkPjIGqSPjjr1+dPTRR7cbUettDz/88G6LLbZoebthFS/1oU6GBCv6RBaPLnOU+MNrIytIKZoRgdycqlf4q6vUA56hbvQzdXWjG92o1b+46WuWFWkLT3/607uXvexlbf7SHxfCWFlEe8aqr4szIWAAtOVONAQMSeMt2H333Zs3bqedduoOPvjg9nhvqj7pic5CdBxbyWgRMGB58qBeDGB5EQQZeOELX9gGKG/0+wTSZptt1urDxJMBT52o5+wRR3VmAOQhKJkeAXhlsk9fGU4gMDWBZKI/88wz22PPCy64oHv729/ePehBD2pPfcRTH+ovfWb6HCt0LghkYlcf2nfGJeHqUh+CvxtU/eYb3/hG25vk82QvadQzD5undhkb52LbuNIudKINd5K6cawOhMNauE+1HXTQQZ21uI95zGPafLPxxhuLOhk3x+LbkDDEzTEyZkyjUz9TdyXziwDsjYVE/aZu1Is6Epa+5amEsZDjiMPIUhF/bPT+97+/fU3k97//fXNQzG8JVpxbvS2wYmzqykoQ0OgNSkSn0BF4Eb7yla+0xm4tMM+p5SIed5N889SkhKSZ0HQikkHOvmS0CMA0LxXlLl+d8aq+4x3vaPW26aabdttuu23zBvhurbqxSZs6iXeIjugcraVrlzZt26QdHDNRKKW+QEwKV1xxRfec5zyneUif+9zntiULT3ziExtJU0/6FT0wp0tfKxkPAqkz2nODo70b6/QXnlNe0y9/+cttOY+nD4ja1772tWaQ9OpJ/A033LDd1Kb/jMfitVsrPG0Ejjb9CCnTd0LA3vKWtzTyrC5uf/vbd5bHIWGXX355m2s4FUKgPUUyHpqj8uSO80FfixNBHrXNHwZxOGRuQaT1N/WtH+ILP/vZz7pf/epX3Q9+8INuzz33bE6hL33pS60v2q+77rqtL3oKqP9JsxCkPNoLoRYWsQ0GLx3B4HbZZZe1R9y+V2lN6bJly5qXx9vAiLV4Oc6H5YWFNBjUMkktYkgWvOkwz+RlAMvApm4MYt7U/vnPf9599KMfbesg1UtupAx8BkR1Jq1j10tWjADskGN9JO0dZnC3ffvb327r5a019fg+k30eYUsDa5jrRyYgukpGjwCsSYjd8Dh9RZ3pB+KoB3Vy1llntSd4W265ZcdD7Bu9edojnTpbqLLQPdrBLXUzrBP9Sj1kDtF3jGPicvAg2m6EOBE8Wd1oo406yxa94KpO1J0xzFKE9E83wMh2yfwiYLzDJzgV1AlRP7Y//OEP3fLly7vzzjuv+8xnPtPGQw6JJz/5ya3e4oRQ/+pRHTqer8/3rQypItorQ6iurxCBDHK8CnkL3AsqSDYxIcWbh1joSNKYeEhIWkiEOMIyaLZI9TNSBGAdYgxrA9KQ0KkvE5d19bYXvehF3ZOe9KTJj/sb9JAMaQyIJqshKRmpsWuJstyUwEyfMIkL02+OOeaY7vieDMD5aU97WrsuHm+MujJpwNk6XzenSIQ6g3kmo7UEpgVXjIxD+oQ+Y+JGnk3eriFzrqkbYersKU95Slsu4p0H/2SYMW0h19ViIdoaSMh2xhznxiTzijpwrp6MURnnnH/uc5/rPv7xj7clP+LrS3e6051aXxJX2rwsp9/po8lrwTXMtdAgWMPf0wfLQfQX9eeY80d9u0m6//3v3z30oQ9ty1D1QWOjJxOZ16ShyzWbdPrompYi2mu6BhZ5/iYZ66/PPvvsbt999+18TocI13GQgpA3nUDD91KRzpFz8YcDZ46Fl4wWAYOPicdghNDZZ2AyuGWAUj++cuGFL9651772tW2gy+NXBDseu9FauPZpQ8Ay4JsQ4Pz973+/vewoHCnzFQt4qgsTvz4jrnP9xEaEkZy3k/oZGQLwVic29eY8EzXs0z/0Hf0IIVOf4hPXLWE4+eSTO0t/jIfiiL9QZTER7WAIZ4Jgw1fduIk1LrmWekzdJV3SWILASyq+MS1fllGPwugtmT8E4I4zWMqTT9CqU44Gy07zBDwWuZaxUb1LH57hmmNjpGP9c01LEe01XQMLPP94oE3+Jp7hhKERewmBN/uoo45q/9QVYu2aNMTApyPYpkoGTOHTXZ8av85nj0Amn+CsjtRvJiN1oX4zURmgvMzlRS9riI899tju1re+dbt5CrlANpDykukRgLmJAF4Gfvvl/SNQL556ecdTA/0kdZE+I50wor6GxNq56yWjRyC4wjv9wHHqA/b6i/P0I/HEMfYhacQnGffff//mfOCAGF5LXSdd6nz0pVk1jYuRaMPfln4BS1vGMiV3nagn10jit5P6WXQIqEf9JzxkWMeOXVPHC62e17xPfdFV9dIyGDHQgBEqkwWyjVh5ZMPbef7553fHHXdcWwMHGZOGzpCOIGymRj/TNWlLRodAiEE0qlsbUce5jnw7do13wc3UG97whraOWF0j2+JrC7xJJStGAI7xuMGTJ5un89GPfnR78TEka1gXtEk3JA1Tc0hdTQ2v87khMMR1ODYJn3qenBKuvkz0xspl/fspx/dLgnx5SVp/muGx+E1vetNJb2nGyGHfi87az4wATKfWVeohKadeT3jtFy8C6nhYz8M6djzTmLkmS11vMa1J9BdB3kiXho1UeXyDGCDcXkj47Gc/273uda/rNtlkk0au/alDvHfWwZUsLgQyaKnveA6QRI/ukG3rGA899NB2Tf2GpC+uUs6/tfA0AfiqAS+nzyf6wogXskrWHgTUccZLdX63u92tO+mkk9oTIWuE/UGXPoZg6zsIuXE1/W7tQaJKUggUAkMEimgP0ajjayDA28JLky9S8GR7icu/Cnq5xOPvrJFCxD06RcLirbmGwgpYkAioZyTBHmGIFxYRUP+eYlg64u+/jzzyyHbDhSyIXzIzAm5abP7Fbp111mnLrODre/Mlaw8C+gpHBOKsXxgDfd7Pt31322237uKLL25jpRKn34irbZQUAoXA2otAEe21t25HUrKQLv8m6NuUXiDxtravJfBk89IhYSYLLy44R7azVnEkRpSSsSMQrxpSjQQ455Vzrm4de1HFP26pe5+kI8JLVoxACJVPjZ177rltuRVPNm9mvt+74tR1ZTEhoK7drHJGGP/ird5mm20a0V62bFkbK730alwVp54KLaYaLlsLgdkhULPk7HBbMqlMFpaKWJebddnbbbdd+/ctnmzki2dOPFu829KULB4EEGuTP7IQsh0ywPvq2E3Wfe973/bt0uc///ndpZdeungKuIYshaubkiOOOKItIbBsxFcOkKy6SVlDlTKmbHNThTzrKzza+o2bKvWv7vfbb7/2NSZP/YyV+lq1gzFVSKktBBYIAkW0F0hFLFQzTBYmA/Lud7+7/QOTR6FINU8nko1sm2SQCp+CC5FYqGUqu66JQOovZJtnLhLi7U8dfILJN589vfClmZKZEeC99M+bvqm8ww47NNLlCZB+NcR4Zi11dTEgoE45GBBtY2LWYDs3Xn7sYx/rTjnllLZZYhKSXUtHFkPtlo2FwOwRKKI9e+zWmpQZ6EOeFSxhvC48mj4af8ghh3Sf/OQn2zUeGWQL+RKXhw5JQ8S8NFeyuBBAtNVjPNu8bMKyIRF5JK5kvj7ij4ms2SbajrgEgaAr5y1wLf5RVlv6j+PcnFou4t/MXvrSl7YwpAsBWyrYrMXVfo2iqXfvqegrjo2HxkhtwWZcPProo9vyK/1sSLavoawCCoFCYK1BoIj2WlOVsy+ISYGYDBAAhCHEyURh4uDFfOQjH9ltvPHGjYzx2IRMIGV5/Cm8ZPEhMKxDJAAhtA/x1kaGcXz278ADD+z22GOP1mZcj4c2hDPniw+N1bdYmd2I6D+INDy8r/DiF7+4e8YzntHd8pa3bH2K5iLaq4/vYkiBWBN7W8ZEjoqs2b7Xve7V3nHxB1DGVddKCoFCYO1GoIj22l2/q1Q6E4JHnlk3yottokCyyNe//vX2IpdPkvHYhJhnIlmlTCrSokUAebQhBgilGyztRXvwD2uWRuRrC0NCnvazaAu+iobrB8oaDNykwMofgSDV++yzT8NNHNcSP/1oFbOpaIscAf3GV2d8geTUU0/tfvCDH9TLkIu8Tsv8QmBVECiivSooreVxTPzxQiIDvNgIQcRa3Oc973ntqyP5fjLitVSIVHBYqnv1bMsTDATRTZllQqeddlpbFgGbEEhthzfb+VIQeMAH0c7fqCu3f9T80Ic+1CBAuF2Hi/4lvj5XsrQQMH4uW7asfRbVmm1SN1xLqw1UaZceAktjJlx69bpaJTbQ+042IsWbjSghBkjBt771rfZyo8lBnDweRRRKlg4C6ls7QZ6zPMJLfXe+8507j8Ot13bNi7C5SVtKBELfUV4k2nIAn/O7613v2t3hDndo/QhWiDUiTsQXVrI0EFDfudG63vWu122//fbdT37yk+6SSy5ZMjekS6Omq5SFwDURKKJ9TUyWXIhlAIhUNgAgTUg1AnWXu9ylW2+99Ro5MFkgFLaltAZ3yTWKKQXWHhBom2NtxbHvq1u/f9BBB7UU2keedoRwT1G11p3CgoffGu3cXOy9997dYYcd1sLgINzNa54WiStdydJBQH17IRLp3nLLLdsXm7wsW1IIFAJrNwJFtNfu+l2l0iFGhMeNN85EgGT//Oc/7y666KL2V8LWZvtHSHERbHFKlg4C6htZzBIja5B92tHfs/NqIxFnnXVWaz/x2i4VIqlPwMam33zlK19pT3/8ayoCnm8muwY38fQzxLtkaSCQmy2l1Zd8rWnTTTftzjnnnLYEa2mgUKUsBJYmAmMh2iaekLcc5xzM04UN1ysaiIbxTUwl40Mga0YtGyHZf/azn23fxeZ9sR7XizzIk7pCGJaKx3J8yM9Oc/pG9tEy9Tzhc93TG90IYkhlvHO+nf6kJz2pe/Ob39yyGhLKuea9WNK7+XQzqn/4q/XDDz+8ESq4IduWifD2W1pjg+NCfCKUep4O9+E1xznPfro0izFsHOWJY0Ld6x/GUF+jsTTvhz/84dVgGkf+V8vgf0+my2e6sOnSVlghUAisOgJjIdqImuUIBhPHBhl7ndgkLdwkE8+Xr1oceeSRk5/HQuriNeX14REqsr3qlbq6MTMJIGP731AAAEAASURBVAQEKYC/NYQbbbRRt+66606+wOW6tdrqYyEPymzLxua5yIr0rKny6z/y1sfsnatD2zhsQh6RA+TQshHtxH64nORhD3tY+6a2f8RDKNmyVDzacHDjqcxXXXVV9+Mf/7h70IMe1DBTH7CLIOP5zvzUNdq5gUnc7OmYr/6WTxTKL+9pxA7tTDhR1twoiJfwxF3Me2XLplzZ5lImTgk6M3ZqLz6R6Sb1sssum5z75DEfTzqUKfUnz7SxzNPCSgqBQmA0CIyFaIewIQJZ05tHZwZrm8lHvDPPPLN76EMf2tZ5vu51r2vLE3yLOd5SHX+hen9GUwVrXgusM9CyxvEvf/nLtnmhi0wlTc6nhrWIa/AnZTCJOCajsHFYVnqny2c+i43YKaPJmpjA9Sn1OIryzqYsN7vZzbrb3e523dlnn92Ss3GpiTHtE5/4RFt/64U3op5WRbSpYTtblTTjiGNMZrM2lT6UfJRPmLamfp2HFK6pdhfbRrVHPpVNubI3B5GpeKxunnClc9gmHvKQh3Sf+9znGukN8RUn+c01zxXZyMmV8UMebFJO8/XaUpcrKnuFFwLzjcBYZsMMDpYkONaBM7gYnHVkAzmSvfvuuzfPtnAf8Ue2f/Ob37QByYBOxM+APt8ALZX81EcGeHXl+8iXX355d9/73rdBEDKeuhW4UAdkdo3LtqHe4fF8thN9JcTa5IwcmTTTx+bTlrSDm9/85u0LG1/84hfnO/sFkV/awoknntgcB/FWJ3wmI4d9arp4dETPyuJOl351wowBNv09TzBCupO3diYsIl7sS9hi3Suj8sHA3rm+pXwhwrMt21Qc6dlxxx3bPOhJQuY74fLN5nzUkvGcXuVCsNXjsF5HnWfpKwSWKgJjIdoGKIOTwQpBzvpES0B0ZOff+c53un333bd9tUAnz8D+lre8pXvBC17Q6kN61ww48ZIv1YoaZ7nViYlEncHaub9cd37rW9/6GlmLsxAnVjZpM/bZGD/XCWtq+uSTvK4B0JgD2JMb1pRPn9PXXJtvgYdJ2r+G5i/Z14Qd813u5BdC5vziiy+evDnVj9TTTDJMm3hD7BwPz8WZLk3SznWPdNGftu1YOYi98Izt6t24vaba3VzLOl165SPmHViov9Sh8s5F1ONUHRtuuGFbGvnb3/62YRv908XNtVHsOcFSr/Qpr3odZ9sahd2loxBYjAiMhWhnALZ0RMc1GPtihXATsrfyrekUhnR7jCXcHb04vGLPfvazW5j09Sms8TYtg7oJxubYEwjrs+90pztNm/HUyWLaSAsoUJm0o7VF4G/yz+Nf5XNuslxTdcMGn4DUhiw7cr5URFnh/qMf/ai76U1v2l4aNpatSpuTLnWWPX1IkM1xsMz1YZpxYKwO5a0MjhEweRqjlSm2GSdcDxEdhy3zrdNcpdxD77UyC5trOemmy56kXu9xj3t03/jGNyb1D+s3dT5qHJSPHerSjVJssh9XnqMuQ+krBBYLAmMh2jqxzUBi8ifWLNrO7JeLPPKRj2zkGYE2WPNW5018nf7Xv/51d8wxx3RPf/rTmx5rtg3oJeNBALYGV5OAYy+jXnDBBd0DH/jAlmEm++EEMB5L5qY1k4b9UOZqd9LDYUg00saHec3HsUn/u9/9bvtTlN/97netD60pW5Q35AHRvsENbtB9//vfn5y45wOPNZ1HxqYvf/nL3eabb96+PiJsVYhZ2pY9mdrGtGVhkcTP+aj3bI4t9hkbfMrRi67GBQ4SpJuwL/FHbcua0ufJq39t9FQP8dS+5yrq0FxIV9pFcDMffuYzn2n1LF5Ir+PEmWv+U9NHt7r0GVeedTKu/KbmX+eFwFJCYCzs1SDMCxLCw7NtcPEpI2/j69wINo+cDi9eBhcdXRjC/a53vat74Qtf2N7kj66lVDnzVdZMJggcUS+XXnppt9lmm7Vzk4M6mSrThU2NM5/n7Ik3akg8talRTSCw0Bbpl9eawEDfOu+887r3v//9nUfOWaPNljVhj75MbnKTmzSSmeUj81n3azKvtC03P5bP5DG88PSpVbUvdTh1nzxWVc9s4xl3I8nTl1SWL1/ePfzhD+8e85jHdB/96EcbYTTOI+Jr29jM6fPud7+7/WsjDMxdxsghNsFoVffGjdyQqduMT8Lvc5/7tP4MR+fBfVV1zyaeMcQNhRt1/dUNIolds9FZaQqBQmB6BGZNtE2uGWARaR02A9Gf/vSn5qHmwc7nvpDsLbbYon0mjikGlGzS6eB0GoSEEwPO0Ucf3e20007tBUnxXM/n/0xiSGHit0RL+AeGsFAfqZtM9G5uPEEQnnigci6+SYDXisAZxv6MhD6TTCaJFuF/f+YyIZi8icGeR0U+aUNsUs954pFzdrJtWN/iaTfK6bvfL3vZy1qbSxrXba5LJ72J1J4M21zSaFPyIsFPfHFhgWAcf/zx3Rve8Ib2wqh42jyJ3clTGCyjx4u+rskrZRnGdZwbUMc29qozaVN2dmSpiHqILsdsjw55O4997Bm1sIONvNmePiH/RN2yf7GI9kaUBWYw1ybVVfoM/NPexHWedNoxoq2vKLtrCM1MQi9Rf+pKvUrjpfBnPvOZjeSpU+MoSRt1nP7sWN9llzzTVulOexInbSA2a5Ou89wS6eUVPcLEUa8f//jHW3p/Gb7PPvu0eGxxnb1soUu55eOYHdoh0XbFTTxh0juXn02a2GZvSz90zRaJ/sSxl6+6cxxcYUoSTz7scj15xib2EXYpU76LDlt1GhvspZeOXmVemahXkicG2dPr86n0pZ7pZzfdZJjv6hzTmTqiB5Z0CiPWaVsiaKkXop0xmR0lhUAhMDoEZn5TZ4Z8TK4GJhuPmi2d2HdiDUIGNF6uM/vlIltvvXVbOpKBb0WqDTwGJXoNRgYFJH2PPfZoHrwsQaEnecrH8VIXBMefyqgbgz/84GKARYAiBlK4GohNKOI5ltaEboMzEZ7HxEk/ir3vybKX/lvc4hatvRj4eVdMysI9zrzVrW7VbPWnDspheYI2ZcJRDhO/mwj/Tmjtv0nDJ+b8yQ67eeY32WST9tIt/b5bS7cJWVrlFA4f10w2bIPhFVdc0SY8ZMG7BLe85S0boYEPUuXLLN/85jfbNZOydsgmaU3i/lWTTjcsvJ3aLPvZKz9xtXNl8S1ddSJO/mkxfYA+mFx55ZWtHPSxRx7qj+gz+tzy3vOIGCgje8UVLj59iT+KOowONiNj8mSr/OUlT2VcLKIfqGt1aW8sUq6QJPVkjEt/gKtryqy82qc0zm3iqyPHKxLptRtCr/anX1izCz9tGnnX5i3b0F7lK64vvcjDUh1tVV2rA/1Yu1MG555+3P/+929p6Eg/MjZo+9qJPLVBeuWbMsjvwgsvbHnoj2eccUYjZcghu9Mm5Qk3+Rr/jT906mfC9BntWxxLbHhx6ZUXPXQri3auX/nGNNuseYe5DbapA19E0n8tb4OZNNo2PdqjfIKTuPQS4XTDnT3qjV7jC5t9plKdZS5zXV91w0WMJ8okzBM/5D7zHXtnI3TBKnWofuCurLbZijLof3BRDrqcp00qh/ehnvjEJ7YyaC9p27PNs9IVAoXANRGYNdE2gOvAmSjsdWAd2XEmHJMAkm1AXRUxOEhP6KDPgPD5z3++e9rTnta99a1vbWRF3uKaEDIAi7uUxcRrQDVxnX/++W1S8ELjbW9728lBFlYIRbAy+Do3ycDUXwObtIQRYeMQk6O81LXJyuRy7LHHtgndMbFWf//9929PNNT1k5/85G7nnXfuXv7ylze7kNwddtihe/GLX9zawac//ek2Qb3jHe/ofP+bt+b5z39++9fCo446qtt+++0710yqr3rVq1p7NaEpLyJzfO+lzp+JmJyPOOKI9rfiriHKz33uc7vHPe5x3ac+9anmPdf22KwcJnzYZ5I0cfqCjsn3EY94RHf66ac34o2YvPKVr+we/ehHtzrx5yYnn3xyuzlQJ+oQadlll126e97zng0HNw7sNtn7CownQ0iS/haStrwn2JZaIUvsolefe81rXtP5K3C2pU6b0hH+uDExHtCPmLrZyY0cO9PWRpjlWFRp68cdd1zzMCJsbtCCWUiL/hIs1a1yu6b/OEfkiPIr98r6jzjiqkd6kC5tFTFE+g4++OA25qlXnmSf20Scd9ttt+bx/uQnP9na8l3ucpeWBrnU3vxTp3b0ve99r3vKU57SHXjggU3fBz/4wTYuIJvaoXQI1pve9KZG7oUjxcq45557tvdppJE/fY6V1X8fWLr0ta99rcV14+nmFoG25lic9773va0/w+Pb3/52W4dsXPK1qVe84hWtvWa8eepTn9r6rBsMf2D2i1/8ohNmzIcLCVGEmev6o35sLNH39dFtttmmO+igg5pN2h4bEHv9AeHXN7baaqtGLvUPZX/f+97Xvn/umnHjjne8Y8vLuf5szPR9dH+XLl/jgZsEy2j8u6P6W1k9twLM8KNfL+/7cG6MlZlOZU0bnCH5tJeQZu0h9mmrjpWHINkf/vCHJ8ce/TgYT6uwAguBQmB2CPQda1bSD1AT/WA80XfciX4wmtTRd+bJ856QTPSTz0Q/oLktn+gnobZ3vKKtHwQm+oGlXe8HmQnn4vaDQNv3A/xE71Vo+Q3zZ8dSl36ybnUCh34JRcOr9xZP9BP0xKGHHjpx1llnTdZNsOoH9Il+MG6n6pGOfnKf6MlrC+vJXKKOdK++0oYo7l9+neiJ5URPnls+P/jBDyZ6kjjRe40meoLZwvrJdKKfJCf6Ca+l7df7T/REvNnM9re//e0TPRmf6Elyiy/e3e52t4neIzjRTyoTPeloZe0J9URPPib6R+YTyt9P0BPLli2b6B/Xt3TKvN9++030pH7izDPPnOg9TRP9N94n+q8DTPRrN1sc5/1nKCd6Qt3O+8m+7f3oA9K86EUvmuiJzET/1+QTPfls5egJ0MS222470d88tq1/B2GiJ+kTyibfnpC0fNlDpOsJz8RjH/vYiZ5gNZvf+c53Nr39TcZEfyPbytDfUEz0f34x0X82s6XrnwxM7LrrrhMPfvCD27k6HvbTFjjCH+Uhp5xySqsTfRS2i02MV8YbbbEngxM9mZzoP9k3WQx1pH6Vbdjf+qcXEz35ncRf23Z9ZdLfZE7q6slpi64t9cvlJrQV+ekrPVmcWH/99Sd6EjvxhS98YaIn4u2a9t+/NN7SSd8T4Yn+xmqi9zy3MO3pfve730RPglv/YHvvJZ/ob9YmehLa4vRkvfUzegnd/ZK9Ng70N7stzLjbE+TJsaK/qZvolxtM2CtrT7QnemLc9LBD2fsbhon+ZqG1B/b3BL717/4GZkLfNR7R3xPjpkt7ZYMwuvQBY3zG+RwzqF8mNtET4on+hnSif+I5AccPfOADE3R/9atfbWmUvb9xnehvKFrf6z3drS/2pHYyjfrddNNNm63yNRboa9L1NxFNj77ce/3bGKqsyqFs/U3JxLnnntvKnzG0gbWaP8rV31C0sUV9E/pgGL3a2+puwY0OaZ2rf3LaaadNbLDBBhO9A6Cdyyv5iVtSCBQCo0Ng1mu0eQv6Dtk8Ou68+wGi3f33k1TzGvQduXkj+k7ewhPf9ZmEF6GfWNqdPG9nX9QWvR8k2h2+t7Of9axnNa+kO3135/0AMen1mEn32n4NHsGLZ5H0k0db537AAQe05Tf95N28W1/60pcabjwm6qYfgFta6XlC4kXJ04VRY6dd8ACqOx4pTz622267yU8K+pdBXl0eZk8zSD/xNo8VTzNPFg/M8573vHZNOdjOo8h+x8LYzwvuJVyeKvnyeh155JFtyYqnJbx4vHU8PITXigeMB70nKe0a75l1sz1xb3HiFZKP9ioffSCPyINbT46a54t+9iqjpRU2HndeOPl46qMfWSv56le/uulzXf3xJioDbxs9vsbDE6lPwNAaW57yvfbaa3KtZT+JNm8+L7i16+p4rl63VvBpfmBgI8YE+AePhE+TbEEGwUm74TX2NMCSNfXDu+oJBW+9sokDT+VTD/bqV9mJcSxtcqaCimOpA9Gm6NEX2aEt9zdHTb88eWQf//jHt7aS/s07/La3va31I3nyjKoDHmZp9S928jbzvtJtycMD+ycwvvmt/XvixQ7txNIIbUx5bfHQS0e/cUGb8jRJ39AuldkSr57QNrt78tn0aeOeDHh684AHPKB56/URZdMPeJYtDRGHvekHvNz6g3LoiyRYCiP2bONZv/vd795su9e97tVt0Ld7/UX8D33oQ91GG23U+gG8xPckQNkt6/I0Sz2zHTZs0a88EYCjcsmHh93ytv7GebJePCXwtNDSnoyVzbBZ/EivfrOpM3grQ9rYLNQ22+mCN9yTT++QaO3aH8R5wdU1bU9ZM67NJr9KUwgUAtMjMOulI9RlQtA5HZv0HRvgEBOTv8FZR0ZGHK9MTDQ2egwyBgcTmQHDoz7XPIZHmDxiNWlkAFmZ7rX9OoyCsWOiTjzGJSYzk5AB9YQTTmj/5Get5d57792ZpAzI8LU3mRLn45CQbLot0/Co3ORnAlPvCCZiYY+8EnYhmci1R+a9l76tL9X2lIloK4iLtI61DY/bxdEGPZpH6pGKn/brwbVNRD+Eo/dYtbWfyKuJOKQKrsgCG+iiN+2TXmGuaaPSOLcW2w2Dspq0xaOfDfaWlyDTJnhpCLwtGdC+kXDkQByPq+VJL6we9ahHtWUF7HIdITm+X/riixDszjpp+tT7OEW5YD0UOMAHWVhMkvavTGzXjyzdsSGgvde03fwhmdqi9c1E/SqvdNqUelkV0kK/9iGNutZXtV1tGDlMu3HDaXOzJQ/thX7E2I2n+hcmHV1pj/Qj3Mv6m9SI/NhHD0EY3aQd1y+b8S1w7ad/6tL5e3BlIuJqg2nb2q6xl63Rg5xqt8ZnN4z6g3cStGc2BCP62JNyKDNCLK5+B1PEVhp9aIOePIcEJi869AdEO3jLW9msdWZn7zFve7hlLTWM3RD523OkO3Hogp29dyT0Uf3GN65PPfXU1r45KYwTqVfzm2Vo+qMyzkWUIeMA22E1VxnqUBeWqPVP19p44asqlvhoJ8osT2MS/BZbn50rTpW+EBg3ArMm2jqjjmzQ0UFNUCZba6itoTVImmwN9OLozAYpg7gBbUWi4+v00hh8ko9jm3xMEjyyyHz/GL15RFakbymFwyViQiHqBJYmTHUBT3VgkkC6XfOUwCRncuMhQ9LUAVFv4xC2GPzpZ6OJ2+TsCzPE5CiMFyneO+GIBVKhHP3ykjbRpr0oo/ah3RHhJlgeOxO1c2Xulze0l7p4qE3wbEDetUttWn4hiiZ2ecGJvcRx2jvb5StMXG1UPdApP+SEaNf6BGKi7PJyjIg7FpeNSAfd7KbThM9G6aObx4830l58tkrrhTeee2XQ10yadKnbcQqCAzN52WtPvKxIiBu5xSTqEvbK4li9wFMZtUfED668nNb/emLBQ4qs6jfqTBqiPTjXflYk6k57MYZqS3SrO+1HvsnbjS+in3bFPl5l4611z15SdM1N5OGHH96O5Ym8sUNZtCF5SWuvPcpTe7QWmnfakxxPkJB3BDJfPmFX+l3aJX2OibapnPptrrNdOsQ2fUd7TVsOTq6xzw31Bj2pduPrBlta9pH0weTnXHmDn/wzTqSM3nHwIj0RD65sokN65Vdv+lIwcZ0uoq4Jws3r7aVBY6e4yqDfutnIDUiLPMsf47U1+MYEBBgebAxGq6tWnXMk2OJIML7LwzsexhTly3gEZzZo5/KUd0khUAiMBoE5sagMeiZ5g4/O7dGqAYxkkNBpxRXP4DiTZFKQxmAW3c4NpAYHYTwI/Xq+5uFxLYPjTLrX5mswMDgbMLNXXnUA++AvXupAPcES6UYuEAlkIbiPEy82IhcmQDbaq1MTH3Jp0vUYl6hb5TJRvuc972mPOy0D8Wif1w1BZ3Mm2Nh9hzvcoWGhTZlACaLOi8Vzvqz3qiEGBAGXN5tMnvTztMOHwMyLWnDk5YIju11nm3TsFo64iM8ex9I4V0Z75UEukFBEG/7qQhhbkR0kg2zQEw9kSdnpM2kiLjyP9Joc1R299HmMbrJEwtUlm9gIH3HGIeqSLUTZ5MtOkzlsjA2LQZQBTsgU+9UXLNWteiUwVDfKuLx/eU07RbbdzEkrXrBQblvSToeBOpdOnQYrdSpMvUoLU+0XsYM1Ee6GRrv1dOr2t799C3fOo5u+rX07Zre2Za9Nakv02rQV+pULobTMRJuj11McHl6Sm0bjsCdg+kPaGL3sh5fryk2XlyBdE0+53CzIK5iwSdzY7Fj6tH/4RLTjYEsnjLzIzFblgU36uTRsRLSVV7j89TXjnD5Mt6Vgbk7YE2z1P0Q/WBkXlFXfglX0sdUYoA3Ify6iLG5kbOo5urW9jEGro195tF94qWM3C3TBNjfu2oZ8EwdGygaX1M/q5FlxC4FCYHoE/jo7Tn9txlCd36BqQDCAhSwdcsgh7VvGOipyINxgKq4JzKA0k2Rwo1+HN4BJb0OyDXQGdIOIN97lYRA3QCzlzWAKi+wPOuigBrPJQ1g8nyZ0dWAwV2/WJ3tkzPOBhPIom7gyYRmIxyFsUodIAFLrUbyJ3dv8JgT1bA2nL4U4V46PfOQj7SsK1nxav21tp/X6JmntRBlNiJZSSKOsJhOTF1EW7YsXx1IA8dnhCYz2ilj7ooh2SrenJdJKs7wnVXvuuWfXv2jV4mprJmTtH1bSKIt26pxuHkF69QHxXBNOlIcd8PdI1zIR18X1r6gI8rL+RkA8EyMPsTgmSutCERjlMYEiCzC0bAQBl5Zt1herT95Q+bN5HMJmfTJE0ZdZLAFIe1ws/VL9aftItr4R+41DiJ9NHSFq1hD7CoWxh2fbl13UpzrRpoh2E2I4E+5pG+LDEl7qENFmk74gX3VPN5zZ1r/o2vLQbwjMLW1x7cwzz2z2WYahD8hDH8k+x/LhtXazKn9tVzkRYje+7E/fYos8xPFFFu3RFz3YRq++SJ9lTdLRpyz6onDn+oTxRxlI2o6xnV6bsV9e0gZL/ShYyst15UwY3PUt4foMomxpiE8AvuQlL5msF/1bH3EzwW5PI9hgfbk82GdskK+6pd/TLgT9pJNOajax0f87aAOWlaiXlc1rrbAz/CirJ23KZhz2tE4fdyNhfFvdzVhGh5sIG73eS+lfOG3jrqdN6kOZ7Y1f2lvI+Qym1qVCoBBYTQRm7eLKQGrAzOBo4DNBeZnLIOaTZAZZYvDW2VcmBkk6pZeHYwOvY4OCcOTEn4VYe0unARGpknYpi8nBpGFitCewM5Daw0498PRab+jFKsSCSGuygrObokwczschBnW2aDvsQp7l6Q9ntCETr+vxIiE1PsPFi50Xvk488cRuWU9G7Z/znOc0D5ZJsv9iSPNY918PaLp8Ms8ETKfPjyH1PtflcTlCasmFR+8moeP7dc7OrVnVnpEG7Q3BQPwtrWGvl7mQeh4/a9z37Ek4jx/s4KgMPHpImnOifSI9SAxSoE58nhApYD9CJR+PvJUBOSHWoXq8jTirLzixlbcOGVLX/RdQ2pp1euSJDMIP+UkdN2Vj+Bn2O+WCG5v0Szjot4tB2KwfIMzK4RyGxhjH1i0jbdpkBEFyXR8j9kmjfpV9pj4krTjiyoPoE/rm61//+vbExqf51Km4dMHbph1ZDuDGywt8yJh2oZ1ai6uNq3vxtH/tVls0Jut/dCmvm7iHPexh7WaBp1d75Bm3VAIBJ3QQxF2a/ksd7WbXWG+9rzqn0+c4jS/yssFS2VJOYZ4YKY9wNiB56aMpozDt37geiQ54IbeuCyNwF1d/MGdIr27cLHP+KB8SyUb9npdeGrZ6Kma5jCddbko9SfOEgE3EkyJE3Kc8vX8kTzdj+qWbHWXQr+ci6kebi2gDwQhmsxF2wUAf5CgwZhk7PBW01t9NkrZCvzqFH2yD82zyrDSFQCFwTQSu1XeqlbPfa6ZrHVhHltxmYCA6LEH2eALcRRswDCTZtwgr+MmEFXKSjm8gM0giWTx+3pY2oBpI6M0ktQK1SyLYgKkuYOhFUaTLpG/SEG7i3LMnhEPiZbILhgZ6E7g6I9ZHq4fUyahBNKGbiJO/9oQE8MyaFE1iriOvJn5tyCN6k6wwtvLEI9AmfhMFDzQvkHiuI3smX5OytokQIMQmGV4fSzc8YoYDks577Lr2rO3xCiG0CIglAmykF9bytZmQ6dcGPSmQji0868KQIaKdmsj7T/A1j5o8YauvwIJHy2SIoKsv9kovP+Lf+dhlklQm30j2ZybqmB5xEXXfFBYuXrCK3fajFv0wNvIYWr9sLahyLDZB0PQDNz3qjefWTZcnK0T9qi94a7f2Nt5d36LuP9fYSJy60w4yLq4IB/HoU9/iw1I90q198rB6YqG98Uxq1/qGeAiU+vSURT9wg6b9st+TDjrVwfKeZHlCEyLFljxtYbs2Ij83c2f2nnB9zs2oNHSxjwdUWeQvLhvYSxBt/YiHlyChcET83fB52sJO7V3/k4/lGNqtcDe77NUP6VR+OPPsGrv0rYxtua6/KBfSru0pK12+IuKdBPXHbmHSePmZsFGZ9Vvllk5+ljzCcYN+qRaiTTcdNtelIZYryhvW8KHbuGQvv9mKsdYN/e67797KSyeBGaxXV5TLGKnO6LCHIfyV25MP84MXV40T7IejuMpbUggUAqNDYNZE20Cg8xrITBaOkTLnIckGHp4AnhlioEd8ViY6fCZvA4CBnZhEPLJDwFw3KMjPdSTG8VIWdQIDuPszCZsbEi/XDF+IMwirI9iaQBwHS+lhjDD5soe4mWRGia381Btb1SWx10ZIJlb2xPvmZotHRl2zyYQeT5u0SIFJmV5tyHnw0EalMYkIU3YinTISbdi59JmY5EVMWrFVevHoS7uHPeJAr+vst1dO+EorTP7SuiYfeTsWzmZ65Ola4tjLhzimxw0JMpP4wQj5iiAr0rHBRu84JlH22ORlGZKX9PwhiQldnsE6di3UPTs9WSGehvCCxlOpztSP+rKlTMqtThBKSzA4FyxLSHtzLXGnK3fSZ6/e1ZW2lLbhmmMkSftW92yx11+0w9gkrfy0OXH0EfVAtOGE04nAiS8s59GTMDpC2ByzTxsSTxw26YOJHz2ZE9gybOd0EOnFJewnMBaeNpo93cR5+h1cCd1JH5zFl4/+r4x0ii/cPv0v8aWPXmFwlS5h0rtB1hbYID5d8tavUx8ZK5phq/njJWZk23gdjNmifoLD6qhkc8rpmC520+ecTjdIb3zjG9vNiXKI45p+7LikECgERoPArJeOGFQMlAbUDJ46sU1HNVjo6L53bDD2JnwG1plMHw4qOrs09PHM+I6tSYwkXB4Gh2wz6V7br8HEBG1itDaXBzsijGSigG3qy+STCUt98hIZhMVdlTpLHquzl7d2Y5+JUT0T54ijiY3dJgE2hmioc3YiECbT6BFPuDDlQzqViw7tgw5lcizftCGEVDg9dNvb6Er+iS+tcBNx2qcJTF7C5UHEo19ZkpYt0iinyVk6/cjNp73z1Iu4bJCPuPS4DgNxHMuD3a7RmXzsxeONUzZ6hIk/DqEbbmywllU98AbDg4wr31GWBaawsjxJHyLK5UYmdaYcsHauntM3xNMWYR5HAgzEDy4rspWuxJOvdqDu5ZO6DWF0rl8Q+qW1EVi7zhZ20aFNClMG9mZsED9x2Se+fFM2Yc61/egXnwhLv5OXpz+xVZ7skl6Y69qEturYXnq62euasruWNCG4rruRdN0mf7bYszf4x+bokb8wcbR72MmP/uBFtzDX2ew8NkpLl7ChDuXUD0nKJZ70bApmLcIsfjzl4iEn8lZ39Af/1VUpnfTKE8yEKSdblcW7FN5zMjcfdNBBk2Ve3bwqfiFQCMyMwKxdwBmQdFwDkknGsYHOYKoz6+A8AR6p+pRaPGwzmWRwMJCRDJg82dba8TDlevKVdwZzg+9S3gyksIcJnAzYGWyFqQ+Ti7AMunAWzwSnDsVB0MQn4o5DTIB0IwFsUm/Ok6+JRlnYY69dZRI1SajzTG6OU+9slSZxefx49ZyLkwko+Zgold31lFXbEm4yFp+w0bF09Gij6QMtQv8jXN7ipO2yTRh9dETkKT9l46VUFps4sUm6TOr0OWabMjmObfBwrAyJQz894kqbuMl/lHt2InHKrT4ta1G2Yb2kfhbqHj7aHPzgpS4sL4Cpa8qmTMpKgn+upX2l7uEgvvqaSaIn9a7O6IRT6jw20AVTe2MpzKWXl3DCPvFdS/+gi079O7rkk/YmDR1EnmwxJtAhL3HTVqVP3vqH+OLQrc3p1zBIu6NX/uyk08YW6YTTGx1Jww550yVdMGevNM7T1tLOg+OwTI7lRaSTJuWiQzly3d51e+WiL+URN3UZ/OmOSAOXuYg8rAWHtXzlz57YNBvdyqHcRB0R5RfGZo4Ma/qtTTeGyEs810oKgUJgdAjMPAvMkE86q06ZgSYdNBMsEmHyMihZu6hjezkrkvh0GcjsDboGHWKwsabOC3BZR2sAzqCXffQt9X0mqky68ICxwdNEAF+SunMMQ9dgbYI1OMNYHDdJeZmJntSXdETaqWF/vbLyX5NJBn952TKh0WnQZwubbMR116QdhrvmnD0pW9K4hvg5p9P1xHMtx/YkOGXCSZ6xlU3C4EWG5U8c15NOnNiSMiYdXfTQ4Vh6cdSfsOgTRuhMGAwSNsQy9qROpdUuUr6WaMQ/yAH7kS0eV+t12ZGyjTi7saljc4gUvIxdwtK2HNvI8Dj1Y62+NfLGMGnESZtbkdFpJ+p1apuSnh1sSv0lXtqCcPnHhtjlnD7xhiJc20g7El/dhey6Lixt1jEPtnBh0tHp3Ba7jBlEW0x4xhHhsQOmJPGF55rw6HZM6GKDfFxznHPlIOxPvGDoPPGllSb5OE661K3zHEsb3bAPFuIkf3t5pRzqeSYRl960h5xLY326Ppp+z85cl4bE5nayGj/qS9qhHvpT//qqp0+WCXoBd2XlWI2sK2ohUAj8LwJzItpBUSc2SEQMbOmwGaR0dm97C/cShoHFsTtsaZFycQ34Gby9EW29sBe7MvDII4NO9sm39v/nuZiKRephajgMg20mDROXF3O8AJWlOlPTOZ8L/rEnA370R6fJIBNj9pkshm1tmC5pp15PXtGTeMMyJCxxklf0r+x8Ol1JG93DODlOfkObp+Yl7opwEncYf7pj+Q9toG+UEtusn+clzL8ljjPPUdo/1JW2wnb9gEzFb4hxrtt7Idfn5DgWgknq1/XpZIjRivRKJ150ihciuKL0wqfmnbLRN/XaUHfysyfJI3GGeqZeSxzphsdT88t50otPhhgM04s3jOs416NravroSrrsW0b9T8oxDM9x0iaONMN8xBueD4+jf7gX37wW0k9/8vIibV4YTZlcNy4nzlDX6hxPtSvn9mzxNM1L3l5QJXPNb3Vsq7iFwFJB4K+3yyMurU6cASOPCr0shEQ/+9nPbuTZY0HeUh4QJBvxFtfkxgPp+6beiDZpe/Qf8j1iU0tdj0BuitSbwd3aSF8F8NkwYvC1ZaJogfVTCPwvAtqNNuSLL9YoazvOl0qf1WeIMctaW559Y52tiMv/NpIlvtMOsmxD38h4ChZfG/KpQP1IeJxNwzijhi9t1tpzThVfuCHyLCkECoHRIjAWom2C1ZF5XTLZ+qScdWBIte8O+x4p75ewoSfVmj4vPiLZyDcdGYBGW/TSNkQgJNpA62bHZ7Xy98XDeI5Tp1PD63xpIqDN2DwC139v238CjiylSdt45zN8y5cvb+Pa8AnF0mwVVeqpCCDQPNX2Q/nSl77Uvmed8IzF4oxrrGWHuZeYX83FloAtpT7bCl8/hcA8IDAWoq2zptMiyjq0ichnoJBqk7E/AvHpP2v2dHRx3PH7AxCfCOPp5hkSVxwEvWQ8CMBf/eTlIU8jfK/cUgBPE6ZKDcZTEalzXjrfDc96eBP5UhH9R3ktMzDG8WrrI871q5JCIAgMibM24oVb467Pr+pDEdeGcRM+qr02m6fO2ijnSrXVUaFbegqBqyMwltnQpGOQQJJ1aMeIMvItzJ27Tu3f7CwlESbOFlts0f61yr92ue7lSeEI91KauK9eReM/g62BPQO9c0TbY0XfRCbqQxwbUS+2kkJA20AY8tfWQWQptY+U1T80fu5zn2tjHRzipQwmtV+6CJgLh2MoJPyRjn8a5ZAaznEZZ8eJlqcu5l6EW97s05dLCoFCYLQIjIVom1wyoLhbtwTEHbOOzctjc4xAv/a1r+1e/vKXd74u4m+wfUsUKTdxSZs00peMBwEEO5OAHAy6PCzW7vmbcTJ1AFY/IRctQv0saQSs8fQioD+TIrkxW0qgKPNuu+3WffGLX5x8EjQkT0sJiyrrNRHQFoyZwzbhax877LDD5PwoVcbVzKHX1DSaEPO0eVU+5mJ7T5WT/2hyKS2FQCEw66+OzASdjopMu1OO99okZIBB6OyRO8tIxLWExDIF3292no5Oh2Oe8JLxIWCAJfG+wdvSHWT7/PPPn3yikEeNBmM3QCVLAwF9MDda+q52Mrwxc916fl45XzDQt8UTnra1NiMFG5uyWp9uf9FFF7VlJHDI2AcDfce5sU8/q360NreM/yubvqDP8CDrJ9oAh5LlVj55qx1oK0Q8Ml99J+M+G2NDM2AR/MRJxFT2pwzwtZHMW67pf8oIb+clCweBPF3B+0ja5bD+1Ld+oW7Vn2uLoc2OxaMdkg0sQBg4hGXgsBdmSxiSTZwjecPBxsCUeC1S/YwUAU8OyFSMrZf3XWBebXXiixIadwaxDGQjNaaULTgEtAv1bpDTVkKk84cf9scee2y31157NdtDJqe2pwVXsBEbFIfAAQcc0P6C3gQAA4QKJiYOYTbHcCxZGghoB+rdfJj+419IPcH1LevMd9AYHo8TnRAafdscK9/FNtdmjDEX6VOZk4I3zPU/Y5SxSxmFJd448S3dq46A+kp79EU6daae1Jd6NbaqP2EJd009ar8LXcZCtBd6ocu+qyNg4M9gq1Fr8Bqwryj4Ew7rtIXnMWO8cIuhgV+9pHU2WwQMasNNe7AkzJKRSy+9tC0b2X333Vu7MVmnTc02v8WUziSBQMHE9vSnP707++yzu+X9F0jiwTQ5mCz+f3t3HmVNUd4PvHPyb1yCqFGDvCKKRo8YRcOqL7IYQYwiCmhYRCIiiqK4oKAgCkpcUAQUZVVQUIksLiBGAiqLyKIQNlEwuLHI0aP//+ZT/L5jO84778ydOzP3zjzPOX27u7rqqae+VV39redWV9vDR3hNhxunWp6frRlUhUwYeF1yySXd5ptv3r4IOT/t8089rn25+8mzyn3nPtRHEceIWf418g9SvJ/C3X9EuWsbDQyyaIZ+EcdQd8LUTxy2wvqOC3WorkddFmTqyKgXuuz7SwRCoIXqsDRqDdpDYdddd+3OOOOMtkbyqlWrWueVh8Vfaqmz5YyAzg5Z0KnlWLvxT9R73/ve7g1veEMrvrmeXmIW1wPQg3AlCOLkYZ7ywsTm3oGFewoevDVWURo3z+FKqMOFLKN7xr3jy6nuj+9///uNTGy66aYLme2y1+3esrnv3GMEkXavOYe5Z1qcQ45z77lmKxkNBHy/Q73Fc41npK5Y6B4ykBKefnZc6q+I9mi0sSW1QuNFkEwPSWeVjmnHHXfsjjvuuO7mm29uS7fpqDT0lUSilrRyRiRznRxJvSPZ999/fyONp512WiMQ4iCR4jhOZzgiRVgwM4KJe8df1B4OhxxySLufTj/99EYEEHH3Vx4M7iGk278CJcsfAW2D88J9gRh6YdanzzfeeOPJe2r5ozD8Err33FN5bjm3eabZwzvXHIubfsl5yegggGCrN8+WCL6RfwX1mTaS+8g9pT77aZJ2lPZFtEepNpbIlnRWGqwGjHQjTJG99967O/zww7sLLrigkW3x01klTu2XNwIeUDo5nZ661wFa/tHXEPfdd9/mzRUmnr2Hm+OVIHmoKzevNjFQ3WuvvbpXvOIV3Ve+8pX20PdQEO6vTw8G6UpWDgL6zYc97GHdVVdd1Vlt5JhjjpkkDisHheGW1D2UZ1EGMvqphMnNwMb7RfokZO6uu+5qjiPxV0ofNVzUF0abutE/qjvPGfeL7zJ4j+HhD3946zM5K9Svusw2DgOmItoL02bGSquGyrOmYROdl4aeUeJuu+3WfeQjH+m+/OUvt696uhGkEb/IwlhV9byMjcdBR+f4yiuvbKvSWJZTW0h7SMfnAaczXAmi7B7c7iN798iRRx7Zvg1w+eWXd1tttdXkw8N1Xu/8a7QS8KkyPjiX1L8Y55xzTvvy7tZbb9360SJ7w2kd7kH9jXvPYNbH1vzDdOfEuxKm6ljf3mpAnmurJqZBbrnllq0fG07upWW+CKg/zxWijjguvP/j33QDJaugceyYbvWUpzyl/SPEIeh5pD8dZVkZT8FRroERsC3ESOekwfLKIUnC7cknP/nJtkbwtttu22200UaNNKRxJ70Hhr/IEz4CRSsTZolAvw77x5LrAImOL3WrXey5555tDrL24qUV1wy8xKPDA28lCCyU25aHPQx89OmII45oy5cajOQ6gu1eiQdnJWC0Esqo7rX53C/q2JY+VP1fe+217SM15557bgvv31MrAaNBywjT4Bkd+hj3kH4nOIrzk5/8pL3Ab3/NNde0f2hXr17dfeITn2hTdRCzkvFD4Mc//nH7V/1zn/tc+0DaEyaWUsVHnvnMZ3Y+cmiONyeG+tUOtA974h50bwqzuRfFXSxnx99MZFoTlcavzS2axfkLx182r3rVq1pj/cIXvtA6r3RwiJZ4Gi2PjYYeb/iiGVoZzQuBkAOdUYhyvNEhCjot9cxr++53v7u74ooruu9+97vzyne5J+ZRe9nLXta99KUvbeslwxbGsIS5Dr9keSCA9LlXPFLdO/ap59S1l8uf+tSndkcddVQbnGoL+k37pZLPfOYz7V4+5ZRTltSOmcqfd4jcP8Ey/VLwu+GGG9q/rtb0hyfvp3vvSU960l+oll7aItx/ActIn6gzdR9i7N+Kr371q23Qes8993Qbbrhh62MtSczL7d7j9AvRdm/iJOpdn8upSJDzxZClu7sXo3SVx7wR8MBIYzWn8Lrrrut0yBpzGrJGmxshcY0WS8YHgZC/kGydkbq0aQPqNyTbZ6N1ch/84Acn/+obn5IurqXuEx8kOfXUU7vbbrutEQD3jQ4/98riWlS5LSQCHvDq1r3ivnHs3uKM8BXke++9tzt84n0Xf4WT3GMLadO469b3wNA29TmDPP385z9v99hb3/rWhqsVkM4777zuHe94RyPZ0ngeIVuO1ZF9yfggoP7cTySDrn322afj9PvoRz/aliH2j4W6v+yyy9p9pb34pzVtxz3puab+bYvpDKypI+PT1pbE0jRIDwh/hX/605/urETy7Gc/u/0Np9FrsOK5EZzzeDovGR8E1BdSYK8z0jk5D1EQzpvwi1/8onmz3/Oe93T/8i//Mj4FXCJLEantt9++/ZV90EEHtUGqtelznyyRWZXtAiCAvPGSIgWItXvGfSTMMo+IwK233trCDcC0DfdXycwIwBBWBideikOYOAT0U6dNrHjk/aFnPOMZbZqWaQSwJf3+y7OJnhDtkLaZc66ro4KAe0idqzf8wjGvtnPf+3j605/e5nJfdNFFbYrrdttt1/pa1+MI9K+8e9JGx2JKebQXE+0xzUujXmedddrHSSxH5WWenXbaqZEFDxQdmk5PPB2hhl0PkPGqbJ2Ph1BINuvVYTomdauzO3zCG4dgv/zlL29xyzO09np2j/C2edAfe+yxLQGcralcsnwQQAY92ON4UMfuoTsnXsZ729ve1v7VWHfddRtpdF/xsOb+Wj4oDL8kPorlHoKtewa+BqpvectbWn/kPYgTTzyxvSCXd0hga8Cjz1IP6kYf5t8kIqxkfBBQX+pSnfJSOzeg0hacq29ThF796ld33/jGNxrp9sIkLoJUI9kRDiNT+hazDRTRDvq1nxYBDwLCi2CpHXOafM3sTW96U/eSl7yk++1vf9uuI1zWVY43R+MvGR8EPIh0ZMggcuCBpCPy4BKuc/JpcR2UB1tI+PiUcOksha2lED/+8Y+39ZNNuYGtpd5Klg8C7hMPfPcQcQ8Je8ELXtAI4c4779zCEUYirvso8Vtg/fwVAp45njMIk37oV7/6VWclrNtvv737zne+022zzTbtI0DuJ3jDXT8VJxCy5bmUQVDw/6uMKmBkEYhDB7F2v6hPfWjCtQvPKmvTezHSOvVe1n/sYx/bltIU1/1G7LUV995iSRHtxUJ6TPPRgBEFmxcdEWgd394Ta2vrsA444IC21/j9Ja6jQ86LRIxphU+YnQ5I58QLZADlwytnn312+xALr5yv2xl8qe+SmRGI99ILOwYpRx99dFtLOfN0Z05dV8cFgfSTiB4ioO80xW6HHXbo9t9//+bZ1hZcRxD0o/F+j0sZl8JOnktYwfenP/1pW5bPylfWIk9fBO8MWDyXbLzf9ryZ8XSz33Os/k1aipocPE/1a8Dk/jGAct+oR+Jc2zC48uzSr7rmo2Fe9H3Na17Tffazn233o+eZ51p5tAevi0q5AAhomAiVhm3jVdCoTSUxhcSx1UjM4SY6O419Lh5tN0/JwiEA3+kw7od78Idgq8MQ6N/97nfd1772te6www5rH1551rOe1To8nZ4Orh5YM9cbjBEr4mHxr//6r93Xv/71zhzCq6++erJe+nURjQmzL1kaBFIHcu8fT2eNPg+xQww9yLfYYou25q9/MtwvqybWbnZf2fSr4uhb9aErXdLGs4dH/1if5GViq7Z44e34449v5JlDx32FSOu/zNtFpDgC9E9wJq6pA/2cZ5jrJeODAO5hwMQbbdqQulSP7jd1qs61BcemrxqAIdz++dDfej/CsoD0aCPq35Sk6aTf7qa7PkjY3x4+IYMkrDQrAwEdXLzaGnNEuEa72WabNW+nNS69kKDDE67Buwl0cI41XmmIjlGYc9d1hh42NuE5Tl61nz0CcIYnXPt4O4+kPsTzoJfGljoRT10/8MADbV7pxz72sebNNjdbB+eaOuY14GkqmRkB2GvT7iM4r5ogXO4bX430grEPMSAFfS+LeB4qIQrqMnVEF525V+Sea/Z1/8xcHzNdhV/EMfxzv8BcncDXNefpw+zT31m/+eCDD25/YyPZCIK6j4jrXF+ZAW2uLdZemYiyXH/99W3lDktQsm0pxGBUv5KBBzv0L8Ics3G//fZr94wpbOKrG9eDYfql2J+0zukQb6nKF5tqPz8E1Kl7J3Wu/fbr1PWIPpXoY/2zZNUf95znmPsX2U6705bcz9IbMPfbTvTNZ780d9V8LK60I4OAxokknHnmma1x7j0xncTXt4hrNg8mjdpG7HWgeVhp0G4a4WnsiV/7B3GbCw46CwLf1AECAGNYu+5hhjALR5h1VCHZBkHOfVjDp9UvvPDC7r/+67+65z73uU0vnewh4uW4BdTPXyGgHnTueRjAF2a8ndYgR8Te/OY3ty/W6fjjdRNHfakfOnT+eRBkoCozYbaQbmlIyCE9tc0eA9jBM/9CeKgH07R39wB81UOwl474eu7rXve6tgrGySef3Ore/TZqwm6iHAiJNraUdsLYs6J/r7BL+I033tjWw/ZxEtMBxFMvbLeVFAJrQkDf515Grr2IbilA0yC1odzj2r5nob34eSauSecg4eXRHgS1SjOJANLsLxzeOX/pmH9qCTjebdNLNFwPKA1bp6gxZzTqmvOQEErT4CczqIM5IQDTkOp0HBTAPnh7mNlcD/FTBx5ezv3F9q53vat9ccua6QZT0rtGt7R0CZOOnpI1I5ABD+xSJ7D+h3/4h26XXXZpn4f25VW4GtAkPo3wdR4ShCD169h1ZMSepJ5z3gLrZ04IpG2rKxv8g7t7IMQ7A1iDIH3eoYce2qbTWWHkwAMPbIOjEPVRqw/lYL+y/fKXv2we7a222qr15XMCa0iRtVuDTPcAAsQu2JmT7aMzVjnykR/3gelq+Zdg1HAdEhylZkgIuJe1J3tfksRVeLZ9NMpzjWhDrtu733PueFhSRHtYSK5APXkIpei8dJtsskl70ct0A2LJHZ1iv9F6aOlE8wBzLdezj87azx4B2HlgBU/7PglLONxDJkIWxPORB198vOWWW9qqMj74EFJBL/EglD5epXrQza5+4B387QlioePfeuut2947Dz7V7s35Jz7xiZODztQjoq4e8kCgM1t009s/dl4yOwTglvsH1iR9lfsE1gl3bvOisPmf73vf+9qDHNl+4Qtf2O4P6d0v5oTmnwlhoyDu4ZTJih533HFHG+Qt1dxl2LOHXZ4NBN5Watl0002bN9KAxgABpvof90H1P6PQmkbXBu0qzzDthyNDG/cvopckzed2z2tX2p02R+yH2bbqE+yj20ZG3jKN0Za/YPIw8UlUn+c+7rjj2kuSvN28PJkzlYJp4DbiZsiDLtdrPzcE1AUc7T2I4GmL8AapIw+0dCyuqacTTjihDYqskGAz2lev0ufBh3QQuumwiePBVzI9AupCG1cv8HMMN7i6ZiM69Ztuuqm9cHrppZc2zx0P3pZbbjlJ7oI1PeJHh/pIHnQT5/26b4H1s1YEYAs3OCJ9JJjCOUTbEnP+vTNVznx7S4n5cIYHdz/d3Xff3V7Mct+NkvTL8r3vfa+98GzJ1vXXX39JzPTimpdIDT45Ztwvb3/729s98fnPf779O6peXFcHMLYXr6QQmAkBfaFnn/bi3xBLrZrnj6NwbGhvnoeuuy+0qWG3qyLaM9VQXVsrAjq+EDsdpekj9hoqT4k3xX1+2nqnppJYUP61r31tG1UOuzGv1diK0AiYt63NwfaVTytfmL9m+TF/p2W5LA8+b3F7uOmk7NVzOiFEDylxjVe2ZHoEYAYjg8yQaiQhRAGGVnZ55CMf2bB1P/GSmr990kkndT/72c/aurD+XbBecEQ6UvdQEBnu3sN5qkeLZ9qA9Itf/GJ7UXj33XdvqxqoO/cNMu2BjZirFx40OgyQRm250/TZBtEGdpbK8wGY/J0+XDTXri14u1fY9j//8z+dT2x/85vfbF8gRpDcM5mOqP3DdmodrT2nirGSENCWTG91T2rriDTR3ni39554r8wAE8nOPeHezeB6WFgV0R4WkitQj8YasqWhapzCNGiEwV7jJffdd1+bi3rWWWd1F1xwQSNuFpY3b8pfOTp4f5cj6W6GpFuBsM6ryDoJD6TUhYHOzTff3PB2zGvqYcb7ttdee7X5j0b48OaZtrdFj/pVt877gkSIN3VaUD9OHT+IAJy0aVgiY/bIVwYo7hl1Jp57Brb2whFtU3qQO6tZIHQ+M/33f//3jZy7Z8z1Fp9eOgyKSgZDwD1gqVKrKKkjK8Fcd9117eMo6stHuswZNt1H3AygYI5kqzN1nDp139hGsU6QV33vJZdc0vpk/zqut956S2IrMpR7Qzs2/cbKLf5dg537B94wJo6lsR82KRqs5VSqUUTAfRhvtfbuHjY400/iJNq7Dx/hIdodyb06zEFcEe1RbB0rwCZzAm28RG4E84I1+JBzN0LJ3BDQQRjgpDNB3sz35ak2gPG39qpVq9qGPJM+zulg5pZrxV4oBDwk+p29AZJ7xMAJ8eD59rIYYqge45VxXHU591qBmUEO8swJ4KtyyJ+B6D/90z+1Ac3ctY5uirSTyy67rDv33HPb9D7EYylEX0WQ5sMnVhy+6qqrutNOO619BG0p7Kk8VwYCVn2yConlI7VB/ap7Pos8DKsffXBC38rAtEo5QgjwxPFi8/b0ycQImbjsTEHUPMhsHrJ50Cpo/3jZFXxMCxTPC0/ZImtsAAAoU0lEQVSLYw8ABNDWl6q7PhoLd1w4Lxy2CI4Bzq233tr98Ic/7EzL8aVhThjOl5JCYCEQsHb8GWec0f7R2WmnnVo/m38bh0Wy2V1EeyFqr3SuFYF+B+oY+UMmpv59s1ZFFeEvEIDf1MELgsA76oGl8xDHef7Sdr1k9BBQR0T9pM7S+btnHCPf9uJUPc6/DoMvvOGZf34QQWHwLhk+Avp/GPOuw90XVAkvYxHt4eNdGh9EwD84r3zlK9u7FzvuuGN7LmqLw5bhaxy2haVv2SLgwRUJSegTwFyr/ewRyPQBOBq42AdTGHtwIROu2YjrruV89rlVzIVEAPFQJ/2OXz2pL+TDQIkICzFM3YYwLqR9y1E3bEkwz70B65Du5VjupS4TbE2D8tK8F+Yf9ahHTc6tXWrbKv/ljcCuu+7a/ehHP2pr4PtkOyeGPnWY93sR7eXdhka2dAiExkw81BzHsy0sDzzHJbNHoI8bjBGukC7ntoi4iR/Slmu1X3oEvOhF1JEBknskRFo9Cs89lH8nEj/12hTUz5wRMHCBNXyDcfCfs7JKsFYEYOtl37vuuqt9/Cz4V7+0VugqwjwRsKTldtttN0m0TR0xjWmYUkR7mGiWrlkj4CGmMw35m0oMQg5nrbAiNgRCpINfiILOw4BGOKxD1CRKeEE4WghkegiykcEoC9Vh6tU+da5e849FEZTB6jL3DRwJ3Ilz/VVNY2hwDP3H6i6W8jNlBMbw5lG0T/seeqalcMUjEAeFl50tqfqDH/ygrYs/lY/MF6g/u7fmq6nSFwJzQMADzUNMJ4osONfB2udhNwd1FXUCAbjpIOxh6uVH5EBn4qGVTsV1uMNfmDjil4wWAqmfEGh79ZSHgDpUfyTXkma0SjIe1rgvEDtTduBoc284h7PzkoVB4IEHHuj++7//u7NevDYOa2v5lxQCC42A70r4+qhlUq+88srJ5+gw862eY5holq5ZI7AmL4WHHcl+1gorYkPAAyrYBWPnIWSOEy6B82wF4WghkHqynzoQUmeR/nHCaj8YAiHTwdQ57HM+mNZKBQGDQQOXtGfYWo7UC6a+sGlt/6xLbplFa/SnPgZFkLOBA0eeBlGWbZvp40G5z+xz/8X2XNOXZrCrXdj8+yQ815KfcPnPthz0RmfyFSa9fewSx7Gw9O3OhUeUN+miV1zhSd+3S12YrkaPenJtKgb9c/mIS/r5zjZMuqlx+ytj+Rc29rLFcZxCjtkivW2qXXTPRrQHH5xiv9WcLPNn0Oc7BcOU8mgPE83SVQgsMQL9Ds9x/3xNps0mzprSVvjiIJC6zH5xcl15uUyHb90fw2kHcESQ+niGLH31q19tHwKSE3LqHzgEFfGaj0iPtCORBMlGNIWFpGXveuq/T9xcFy4sxC+kF/FzTFyXH6KGwCGH+Zy8Mom7NqFjKj7yJMk/1+1zjQ2xKXmIHxE3cWKvtOyEBdvyj7J0bE8+dER30vYxcz3nwSphSeecPtf70j/3VWmDLvaEZLsuLPaw2XHKFuLd1zmXY9+XYJc24QvJv/zlL9tH3eaiYzZx/1wTs4ldcQqBQqAQKAQKgUKgEJgDAggTUoQgObYPuUOsTBvZeeedm0bXbSTErp3M8UdaRMoHvHjKkWB6kW5Evk8C16Q6caTrE09kD+kL0aXPdaTQh8GUL7ZL69w2k6TM9tIm/VSC6nri0pfz7JNH8rNnp704/WmE7M11cRDO1FPKG71T9/IRJ/Gci0Nic9L04yhXCLK8XRNmUCJ+9q4lnut93S2T/59PjgfZ02kQJK+nP/3pbf/zn/98EFUzppm55mdMWhcLgUKgECgECoFCoBCYGQGEJqTJnoRk3XDDDZNf4UT0EMEQIERwUEHOkMe77767kWuEDqlCkuWR/IX3iaD8+vYm/xDEnItDkt4nvpE0eSD2yuJYPHZMzSN67MUJmbTPljycRxI3YfSGSE/NI1jbK2/KbHDDVjYHY3pTR8kr++TRL0c/r/5x0iQ/+4h4a4orzk033dTKwib2iKuc7Opvwlynm02DikFXBk10WFZSe5nvPylT7fkzAlOv1HkhUAgUAoVAIVAIFALzRABhQm5JyF5Ufu1rX+v22muvdhoSFpKWOIPsETBk91Of+lRbTYKn1PQIJA6Rklfyi37kLZsw12OLY9cQPhISLYzcf//93Uc+8pH2+XjnmeIQO5LOtekktiQ/e0J/n0zmeuJHl/DYGJuy90Kv45zfd9993UknndR9//vfnyT4sDJHm93JN/Gju59XjrOXt3hJI7xvY8KFKU//mrh33nlnww/5J/CK990+hFi6EO2pOlrCOfywo18vVr35xS9+0f3+97+fg5a1Ry2ivXaMKkYhUAgUAoVAIVAIDIgAQoSEkZDGkKQLLrhgcn6265mfi1ghs4NKCNl1113X/epXv/oLz6hriF9/6+cTwojQ2UjKkHI4Tx6u845ec8013W9+8xunkx5Yx9KIuyaJ7pBR8W3yRpKJa31bkjeCnHTRn3LlHOZ9G9h6xRVXdP/3f//X0ib/2Cif6EgYXcJDTGOP8zXlHx2xox/PMdujD/n34ZjUeWyWNnpip2sJi+5B9gYWwZS+TTbZpLv99tvbPPtB9K0pTRHtNSFT4YVAIVAIFAKFwApBoE+oFqLIIVXy6ZNDxOZJT3pSIzxIT8gPAhZSPqg90vNg29Mnb3t5OM5GP6LVP0f0bQhqX0IM8/KgOER6U0b6nnvXhJOpelrglJ8+GZaujwHbSPJ3LL6y5ZowkrI8eNZN2pR40sDA5phkHwwSNzrUja0fr59/CGs/fY7pcNy33Tl8os8Ay8uqdCLbCU/a2JFz8eYr2iEMCMzWWWedNp0mXvX56k/6Wt4vSNS+ECgECoFCoBBYIQiEjCE4yKh5u2uTrDGOJCFWiApCFNITsuVcHCIfGxHmWBrH/qK3zwtw0RU9IbEt8Rx/sv65ZMpGF7usCnL++ee3D+S4ts0223QveclLuoc85CGdD+fY33rrrd3xxx/f/e53v2u2Pu1pT+te97rXNVIWIv3jH/+4+9KXvtSmGrzyla/s1l133Va2XA9RVBb5Io/Kyg57XmXEHAYf+9jH2ooXiOgee+zRveAFL2hxeHi/8pWvdD4Tftxxx3U77rhjt8suuzRdhx9+eEurnPR4mfT5z39+qxM2+ADQeeed1/I2VeZZz3pWt/3223dPfvKTGx7s8uLm//7v/3ann356d88993Tbbrtty0M4Sb3l2EddfMHzwAMP7L785S83/Y997GO7Pffcs9t4441bGj/+QbCSDK/5Qx/60JbvS1/60pavcyuMGGCdddZZLe473/nO9tKqF1fVj0GMzTxyZbjxxhtbe5P2ox/9aKsTtsFR+YP5pAGzPFAv9KgbhDuDMtOAon+WqmaMNv8hwYzq62IhUAgUAoVAIVAIjCoCiLbpDkgG8tcnV1NtRmyQ63ikEZwQSukQF4IwIi82x9KJJ04IDB3mw/pQCBEn6e1twgYVhBahQ5wROMTylltu6V796le3+cmrV69uBPCLX/xihygj4+IhnD6cg2S/+c1v7l70ohd15pF/7nOfazaxC5H893//97buMuILvw9/+MONJKYM7A6WygErNik3uxDJm2++ufuP//iP9hKgaQviHXLIId2xxx7bsPNi3sUXX9x96EMfalNq1ltvvabj4IMP7i699NJu6623bp+sp++Tn/xk97Of/azlaZm6k08+uXvEIx7R/du//Vu33377tWkZ73//+7t77723eW55j0888cTO1B16nvnMZ3af+MQnujPPPHMS8tifAOVGjt/61re2Qck+++zTeZmVzWznCXZu8MLu3XffvXvGM57RBgmOkVk6fYHx9a9/fVte0CDis5/9bHfooYe29vCP//iPrR6uuuqq7lWvelUrk0GEQQLd++67b5sPD2fta1CSrUzqgp4MfoQZZPz2t79t7cX5MKQ82sNAsXQUAoVAIVAIFAJjggCywxOI+CC6SLY5so9//OMnyeF0RUFIpEWekRQ6ENh4IJGtEOqkdy486XJsjxDyFi+E0M8+Yo9II8TsRooRW1+fXH/99RvJQ+LYwt6Xvexl3VOe8pTmBX7Oc57TCCAP9xve8IZW3lNPPbXz2e73vve9DT9TDhBzA4c1Ca8yvGEHRwQPMbYhmoju6gny/5nPfKbZBVfxiAHAaaed1kgy+9lnAIB8snfVqlWNUJ977rkdEv6Nb3yj2XLAAQc0ncp+9NFHN++1JQ8RYvbwhNPjYy2bbbZZs8VHW6yvLc+pwmYb77gBC5Ir7lFHHdUGMRtssEHzdG+11VaNfD/mMY9pZXj0ox/dXnTkrWavQcITnvCE7phjjmn5+EeBJ9+ccRhqhzz9PiZz0EEHtbhwMzg44ogjGj4GEWxBtrW/QcTAUlp6tBHlgaV2AX+2DkMeHH4OQ1PpKAQKgUKgECgECoGRRwDxQioQLl5SBNCnqAmCuibpk2VpkDZkDVkJeY8OJNEWwosohbiExCA0SNVCiDx84U9Z2Yagnn322S0rXlYE0ZQVBBNZM4XC1ATp9t577+aJNYXA9AUE0BQJHmhl4vWGnUEKko2k0WnAsiZRfnawRzxE8oc//GGHyPsqJtloo43a1Ig3velNLY749O+///4NO8ds5YFGdpHlvERoaTreamSWl5wnH0m9+uqrG3Fk6+oJIq++2IJcmqJicEGPulEGx8o9nbAHRuKl/bBZ+J0Tq4bwrFuiLwMY7QJez33uc1s7uO2225pdP/3pT5se+GcwRCebtUcEmKcd6WUXzz4Crg60O95ucdigHINK6kudxw7tMe10UL1T05VHeyoidV4IFAKFQCFQCCxjBJAVZCvEEllDlEwjQY7WRLaF20LUQITomNssnBfUNRuC5VpIDPIiDCmzEWQXAV4IQUjlzxaECklVbuRbGQlCKJzn9aKLLmrzn10zVYFn1zQCgwnk03QCRFA52I3YSmuAAsdVE6QQ8VuTwCbYiaPcCCT7YMRWYc55a4n6cM4mx64rg6X5zNlWLuHshCl72OKY1/60CS+46S/ytpniYWDhOr3qQ3p64IWoO2fLdCId/Ly8SpJXjukxPcdXFlP3MDYdRNrLLruszRG3OssOO+wwWT/SI/ym5yC8bMkKJLvttpvLDTtlZyNCb8DAVmUYVOhL+0ubUL/0sndYMj2aw9JeegqBQqAQKAQKgUJgpBBATpBjhAJJ41W9dOLvfN5QZHBNggQhUCF+vLpIkb/0kS7X4g2MhzDxoxOxCYlxzI6FEKSPLexSLuQY4UP85KsMyDIsQsDtzW32MiQv8rXXXtvIoakapjGEhCHc9BAvQSKxSHPKPF15lBlesHIMd95gpDGklC1IN283e8Vlq7KwTT5eSESy1Zl1sL2UiaDSY2MjO0yNsYb4Kaec0gg2m5BvnmE6edYz+JA/kQ9c2LAmEUf51TsMkicCLOx5z3te0yE9vWxWx+xnl72pJWwQXxx4+NcAJuaBi6POeMJ9NfTyyy9v9eBYebfbbruWRjoDhkFFejbA3UaCo2vDkiLaw0Ky9BQChUAhUAgUAmOAABKB1CAVhNeQZ5ZXdyaCgdRkQ+h4e+3vuOOORk6RFoKshUA5d2wLKUKkCNIWgtMChvgjL8QuhJK32XxkBBZZI+KYm20FDHOu2WPOtGkWPl5CEEIv78HFihs8qatXr26DFFNJ6JUPEiivNYkBjLg2RNbUB0QSweS9jXjx0kobcJUnrPoY8bQLU5aQatNb/CuBoJv2wa5vfetbLb1yWU3kjW98YyubwQOCrf7ZoHxE3bEr5Df29PfKYHCWwQodqWteeGWz8gnSzSYi7NKJQRy74KbNPPWpT23z5eGlLPTCj25l0lZe/OIXtzYpjuvClZ0u00vYKa3w+QiMbWmbMFAmeQ5LBve5D8uC0lMIFAKFQCFQCBQCi4YAMoHMmAaAJCKWVoWwzBxvo5faCAKCcIgjPgJCkDM6XENcLQ+HAK2eIFKWeaODt5iIJ35IYZ/ACEfWEq9/TZ5IWj+sRZzlTwgbz6h8kFXzb3mmeYStjCEcwYMDLynZfPPN28uEJ5xwQpsLbboDzzM9Xih83OMe16ZO8E4feeSRjfDywpp3jCiyO6Ls7JAPIqc8jglSDys2WbIOsUR8LXXnhT/XsxoMUpm6MK8aEeed5vFGnO+66672MuR3vvOdbosttmik9tOf/nQjps7ZdeGFF7a51coXQq7u4MJmONtSX2zMefbsE9dgQ3ugl13so1O4/LQjX8lkq8GclzO9cIn0029+ueUHrTSy5ZZbtoEBHfSpHzZZCeZ973tfd9hhh7V25WVTU2b8g+DFUWUn8yHabNGmlUG90IW8a5PKPCz528MnZFjKSk8hUAgUAoVAIVAIjD4CiATShNQgGryrCCPSZw6u1ThCGkO07BFGpCReP2mRpnPOOWfy730eYC/6IaO8j6YPIGbyQm5sSI31kRFUayzTQ+hPHPEHJTzRw9OL5CG09CF7CCEvslVPnv3sZ7dPwPOyEitkIFo828jdE5/4xM4yduxzDcEzLcOcYl5a5aTPUnSmVCCBPMbKwIbYLz3M4IBUCmePFyHFRegRWfPD5Qd7uCGwpmPIA2byN6cc8WejOAYJvNY8ydbJzrreponw2PPgGyCYAsNudiHAXkA0qDIHnX7pDTq0BbaxNXXuWBplMG3FdfawnS0IvAEb3cqExBsEeHHUoGbviRdMkehgDFf2s024gYayIOryUsYNN9yw/UtAj7irJwZyb3nLW1pZ6IFRbGyK5/jDdunVjbI4NjXHgAgGwoYhfzORwfAmogzDotJRCBQChUAhUAgUAguGQAi2PTKB4PlLn0fRag/IzAtf+MI2X5kRwnn6xENCCAImPdLIs8uDiXzZ4unkfUSWrBax1157teXoeGojPLBW2LDiB0FHpKUboUPa6BtEkCiC7CNQiCR9jpUByZZH3/OefAwkvPwoDdIsjekSIcf2VsxAxOlZNfEiZOZtKx9M5cGGkFi6HdMFS2WFnbiOEUnzyRFMwpuNuCKqwukNrnQjxerDvHOibAgvokzolZ8pHI4RalhKK19p2ZL51sKRY3kos7TwkVbc1AeyzZZcU0aDAefwMtWDTunZiDxn4KG9pG7Z6Lr46kBagyJlldaeqD91oX2aniK9jV3qCXbyHkTYDou0WzqsOW5pR1NtYDIMKaI9DBRLRyFQCBQChUAhMCYIIE7IHlKF4DhHOpAX4bzMPm6CdPtr3xrHvKohgVOLaQrABz/4wUZ4kCkklISIO0a6hfOi+uCJJeoQK15iJDF/3bODsAWpQ9QQq0FEuZBCZEq56M7Ll2xBpBBoeTgWHx5sQb7ER+SEI3rCg1OmXdCDDNKfsiOeyhQyitBKK07KpUx00m9LfvRK51zcEEH72MPWkEu2OUZOlUMcAwBENXFgxx5llye98peWLnlpC+xLPuKExLrmXLzocq5MdCDW7FbO4C0t3ewJbrAVnnnXzukRRxjb6GOH8th48MUh0sLYPmRbnoO2D+WCkfTwkY9/BqzUwsM+qN5mbO+niHYPjDosBAqBQqAQKASWOwKICkGOECMEKmQIGeM5REK8IMnrbPUKUxBCeMRH6hBM5JsOHllCTwiKfBBR50gT4kWvtEi0+bfmS/PEIlBEHDrkJS7dgwgd0UOX/NnCJhvdwhBSZA3ZE48dyqds7HZdfASUbQhZn0CKYwsJ5aX1cRvTaUJCpSH2SLBBx94TUylMEQkmbGUD0io/cdllzy66EFP5xB7kNB7sxGeL64TOrPiRehDuumt0yVM+9MsnZQsm9rakE08cIlw9wij4xV55wNheHbKLBEfnjtWB9iBvOuh3Lp26EE84vcqf8qkfJFnYoBJM5RX7N9100/bFzKxtPqjufroi2n006rgQKAQKgUKgEFjmCCA3yA8iRHgQ+4KEkT7JynWk2Ia4IUr+1reEnJfvxBdO6EaEECT5IVK57guL5gub6yycDvN0Q/7ER+ZcG1TYJr09MmY+tTIrawgWooms2szLdi5v56Y7EIQuRDEEk06CnMXOEHN5IdPCpaPPhjS6BhPYSItUh1TSJ55rMDQIEsegJ7iIgzgLR25DOsWNNxredCqj69FPh3RIpXpwjY3sEsYu14ULEwceaQuOxXPuGluF2aQRJm9x5E1f2hW8XBNuYJA48hcvuoQLE1fdCfePgzQpn/wduy6+uGwYROhKPuqKnVZNyfKJg+icLs1g1k2nqcIKgUKgECgECoFCYOQRQE6QKYQF2bAhSzkOAUJkiD3ySZCeeFGdm1+bFSAQNaQv6eRjfjay56XDd73rXe3FROkiCPe3v/3t9jIh0hOy5zo97BpEkg4BpBNhJXTKB6kSBwYIsHBTWXibhaUcCK1y2MThwUWQ6XQuHDk27cEe6TNooDvn5lqT6JCeXRFx6UP2bOKFkGY1j9QNEs5+gtyzj73qzBa76BEPUaVPHGnVe+KxT95sURYbcitd7JM2ZbGXltiLk7T0slH5lY8e88zl6RyhZpNw8WAegixcevkTgwk2SAs750QZ6BE39rFpUJE/DOii54orrmgvk2YlnEH1Tk1XRHsqInVeCBQChUAhUAgsYwQQXwSKhCiFXCEzPI+IKFKDFCFv0pAQIkQLMXJdWF+8eIfYWr1kzz33bC9Wuk6n+PK2ITpWHLF2tFU7kB3hbEocNgwiIYTKhdw5p19ZEDj75GUQgfgh2crOLufsJfYhiXAQP3ropI/Ii7gGG1ja4CPMMXHNebB3To89go+0B/eQcvFTR+K5jmQ7VjbnttQfm+gKaVQueYir3HTZZ5ChjMotvWv0hoRK41z8YJgweeY4uuRLVwYYyk+ncOWZDgM6ghOb5efcHuawck7oImzJcQuY4w/dNnmTK6+8slu1alUbHM5R1YzRa+rIjPDUxUKgECgECoFCoBCAALKHLCE+jpEUJNaqI2eeeWZbHxlR2WWXXdpf8NKE1IVY2iNINoTVNBRL74kXfa6F3A5KtOVdUgjMhADibkCgrRlgWBbRHO2DDjqotc+Z0s7lWnm054JWxS0ECoFCoBAoBFYwAjyIvJjIMC8jb+BOO+3U1lHefvvtJ727pjzwqorDm9r35iLU9PASI+08n9ZTtsY1fUg3by1S71xeJYXAsBHQNnnttUPLKJpmY9A37Pb250lCwy5B6SsECoFCoBAoBAqBZYMAYsLDjAiT/O3uS5CmgGTaQjyECIuN1zDiXDobfaYS7Lrrrt0ZZ5zR4vEyimNPn+OSQmAhEMigke6rr766TdnxtU4DSe1zWFJEe1hIlp5CoBAoBAqBQmAZI8AzTXgAeZoRaGFW9PDCWubrIjBINEHK+8QFcc411x37mM3555/vtOk0vQRZp6ekEFgoBLQzA0dt97rrrmsfqvHFSm1ymAO8ItoLVYOltxAoBAqBQqAQWEYIINjINeJsxQtk2NQPK2QIR1zskRQeQce2TBsBhWu5joTbfB6cZ/uiiy5qBB7BRuRLCoGFREAbRbQtx3jHHXe0T8cj2f2B4DDyL6I9DBRLRyFQCBQChUAhsEIQQISRZ0QFuTbPlSDijhFp10OkEZe+d9r1iGvmclt15POf//zkS5bi0F1SCCwkAl7mveaaa1q79SKkweOwpYj2sBEtfYVAIVAIFAKFwDJFwNxp5BiRRp4dW9bNceZmI8jiCePRznxXe+TbPuQ7RHubbbbpbrnllrbxMkrbn3KyTOGsYi0CAv32189OW9RmTVuyHOV6663X2uewB3hFtPuo13EhUAgUAoVAIVAITIsAL3N/SkemiYiMHGeKCJLcjxcPtr1rOU8mCI8P31i1xDKBiI44NoQdUbIh3iFBRcKDXu1nQgCRtoykf1rsebC1Ie1Hm73tttu6a6+9tjv44IObGv/KDFuKaA8b0dJXCBQChUAhUAgUArNGwAuVviDpr/sbbrihu/HGG1ta5BoZCukWmOkofZI/64wq4opCIJ5sbUgb88+LdpPpTYj3SSed1O2www7dqon13w3qtK+pA8H5glZEe74IVvpCoBAoBAqBQqAQGBgBXm5exm233bYtsXbWWWc17yMPuXDkB2lCkkw1CdkeOMNKuGIQQJq1F55qXmxtTRtyfNNNN3Xnnntud8ABB0z+U+LasGX4GodtYekrBAqBQqAQKAQKgWWLABJkiTUvRb72ta/tLr744u76669v5UW0eRoRI4Io2UK+W2D9FALTIJB/QuwRaIM1nm3tySBuv/3264444oj2kRrhEW1umFKfYB8mmqWrECgECoFCoBAoBOaEAGKDSNuQ7re//e1t7qyP2Fg6MF5tSuORRLSRp2H/zT8nwyvyyCPQbzsh2/4Z8Zn1yy+/vK044ouQ8Xgb7CHk2tmwpIj2sJAsPYVAIVAIFAKFQCEwZwR4GBEbL6qZR4v4vPjFL+523333bo899mifY6fU3FrxvGiJDBXJnjPUKy6BdqJ9aTPaD0L9ve99r9tuu+26O++8s70DIAz5jqd72AO4ItorrtlVgQuBQqAQKAQKgdFBgNcRueHRjifxRz/6UWfJv8suu6y9qPawhz1s0rONNCVuke3RqcdRs0S7ypKTeRnSx2k22GCD7gtf+EJ7CVK7EwcJ99GkzP/PCjrDKFMR7WGgWDoKgUKgECgECoFCYCAEMnfW3/YID/KD8Jx99tnd61//+snPvPN25699JEq6rCKBePtKZTyYdLhWsvwRQJSJ1UWminahTWkLrm+22Wbd8573vO79739/825Pjb8Q59UKFwLV0lkIFAKFQCFQCBQCs0YAMSb+vuelRpp32WWX7tZbb20EybQShMr2pz/9qV1HnBApex7IkGxe8XjGZ21ARRxbBNS/dvH73/++TRHJi7J/93d/19qEtoFov/zlL2+DuMMOO2xyzffFKHQR7cVAufIoBAqBQqAQKAQKgWkR4J3OFBAea6QpHuqjjjqqu++++5on8sILL2zTR7wgmfi8ldKHXCNVzm0h79NmWoHLBgHTQrSXEGv1btM2DNwcv/Od7+xMGznvvPPaFJH777+/fQ1yMUCo5f0WA+XKoxAoBAqBQqAQKASmRQAR4nGMNxtZRrYRJd5rHxXZeOONu912222SPIsrjukk5tZKE3FN2pLlj4A2oP1k2hGvtjbjYzRpE8ccc0x3++23d6ecckp7sda1ddZZZ9HAKaK9aFBXRoVAIVAIFAKFQCEwFQF/9fNI80IjTgRJClFCnD/1qU+1L0daieSKK65oxCrxESc68pIk4pW0U/Oq8+WFgDon2oApJF6aNe1I2/jNb37T5vhbZeToo4/u1ltvvUlSbt32xZIi2ouFdOVTCBQChUAhUAgUAn+FAO+z+dXIMcKNWJsKYM9j7RoS9e53v7t7/vOf36YBnHnmmS2+pdlMI6EDwRZXWsclyx8B9Y1UI9fagQGXur/tttvaHH9t4fjjj++e9rSnNTKufT3wwAOLOhCrVUeWfzusEhYChUAhUAgUAiOLADLEk40EIduIUwR5co5II9XI93e/+93uyCOPbB7KD3zgA92GG27YyBNvJhGnPNpBcHnvtQvtQztR5/aHHHJId84553T7779/t++++3YPf/jD24uS5nD/8Y9/bP98GLgt1qo0RbSXdxus0hUChUAhUAgUAiOPQMgSotSXPumOlxoxv+eee7q3ve1t3SWXXNKdcMIJ3Ste8YpG1pGneDURdx7Pvk6rlwhD2u2J6/04/Tz7ttTxwiGQOksdy0mdpP6yF67+xUeWxTFIc8yLvc8++3Smhfznf/5nt+22207+yyE93dJN1y7oXSgpor1QyJbeQqAQKAQKgUKgEJgXAlMJOMKEaNnbvCh58sknN+J87LHHtnncMsxKFObwIli2NXkwM1UFARO/T7rnZXwlnjUCCLC6VqfwV1epB/Ov1Q1Cre6tOpP6V6++JHrEEUe0tnDggQd2hx56aJtyZFDlJcmlliLaS10DlX8hUAgUAoVAIVAITIsAQkVCuhwLQ8qQLOFWmkC0Pv7xj3c777xzm1by5Cc/uZG1xJUupN0x0maT3jxwHlFxke41EXLpShYGAdgj00Q9pW7itU7dqS8E2oDo17/+dXf66ad3pg9tscUWnXn7polYDvJxj3vcwhg6gNYi2gOAVkkKgUKgECgECoFCYHERQMZISLd1kRGrP/zhD23P22le7qmnntqWA/RVya233rp5QJFycXlOpXvUox41aTxSZ64vUldzuydhWfSDTAkx0AnpzkCJV/vee+9tdW81kRNPPLG7+OKLu0022aQNrP75n/95cloIw9UpfeXRXvRqrAwLgUKgECgECoFCYNwQCMlmd4g2IkXi3UauQqy8DHfGGWd0119/fXtZcvvtt+/WX3/9RrDXXXfd9nET6y0jdY94xCOaV5su3lKEu2TxEFC3BjgGTF5WDMl2LMzA6O677+5+8pOfdJdeemmr/ze+8Y3dHnvs0epNfDrUv38n1KHjhz70oYtXiBlyKo/2DODUpUKgECgECoFCoBAYDQRCtkO0EezMxfbRmpAtRDlkDRm3Ssn555/fXpZD3rwIudFGGzUyZgoCcm7j9aZTWPIajZIvfyvgz2Pti42ZJ+/cZjC0wQYbdJtvvnm3zTbbdI9//ONbPSHUiLU6Vt/qT72pQxuha6mliPZS10DlXwgUAoVAIVAIFALTIoA4hVgnQkiUaSCIlH2W/3NNGqQrZDvp7JEy3lHzunlRTUkw1xfBI0h4POUtoH4WHAH1awDEA21utWUa1am68JEZa2RHQqSdS8dzbZ+6Vv+IufqnI+FJvxT7ItpLgXrlWQgUAoVAIVAIFAIDIYBskRDwkOs+qerHcWxDvkrGFwH1HCKtFFPr2DVtYtTquYj2+La5srwQKAQKgUKgECgECoFCYIQRqOHdCFdOmVYIFAKFQCFQCBQChUAhML4IFNEe37orywuBQqAQKAQKgUKgECgERhiBItojXDllWiFQCBQChUAhUAgUAoXA+CJQRHt8664sLwQKgUKgECgECoFCoBAYYQSKaI9w5ZRphUAhUAgUAoVAIVAIFALji0AR7fGtu7K8ECgECoFCoBAoBAqBQmCEESiiPcKVU6YVAoVAIVAIFAKFQCFQCIwvAkW0x7fuyvJCoBAoBAqBQqAQKAQKgRFGoIj2CFdOmVYIFAKFQCFQCBQChUAhML4IFNEe37orywuBQqAQKAQKgUKgECgERhiBItojXDllWiFQCBQChUAhUAgUAoXA+CJQRHt8664sLwQKgUKgECgECoFCoBAYYQSKaI9w5ZRphUAhUAgUAoVAIVAIFALji0AR7fGtu7K8ECgECoFCoBAoBAqBQmCEESiiPcKVU6YVAoVAIVAIFAKFQCFQCIwvAkW0x7fuyvJCoBAoBAqBQqAQKAQKgRFGoIj2CFdOmVYIFAKFQCFQCBQChUAhML4IFNEe37orywuBQqAQKAQKgUKgECgERhiBItojXDllWiFQCBQChUAhUAgUAoXA+CJQRHt8664sLwQKgUKgECgECoFCoBAYYQSKaI9w5ZRphUAhUAgUAoVAIVAIFALji0AR7fGtu7K8ECgECoFCoBAoBAqBQmCEESiiPcKVU6YVAoVAIVAIFAKFQCFQCIwvAkW0x7fuyvJCoBAoBAqBQqAQKAQKgRFGoIj2CFdOmVYIFAKFQCFQCBQChUAhML4IFNEe37orywuBQqAQKAQKgUKgECgERhiBItojXDllWiFQCBQChUAhUAgUAoXA+CJQRHt8664sLwQKgUKgECgECoFCoBAYYQT+H5XUpKs9mjb/AAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "90340acf",
   "metadata": {},
   "source": [
    "### Bonobo\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9eb91ab",
   "metadata": {},
   "source": [
    "Create a Bonobo Pipeline Graph with the ETL Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce9c6a3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import bonobo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "51b31a00",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_graph(**options):\n",
    "    graph = bonobo.Graph()\n",
    "    graph.add_chain(extract, transform, load)\n",
    "    return graph"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3eccaa9a",
   "metadata": {},
   "source": [
    "Run the ETL Pipeline as a Bonobo Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e3d921c",
   "metadata": {},
   "outputs": [],
   "source": [
    "parser = bonobo.get_argument_parser()\n",
    "with bonobo.parse_args(parser) as options:\n",
    "    bonobo.run(get_graph(**options))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "54ccc8e6",
   "metadata": {},
   "source": [
    "### Odo\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9904b2d",
   "metadata": {},
   "source": [
    "Add Odo \"decorators\" to Each Step - The Odo Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "851f1680",
   "metadata": {},
   "outputs": [],
   "source": [
    "import odo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00fd9cb2",
   "metadata": {},
   "outputs": [],
   "source": [
    "demo_df = odo.odo('<filepath>', dshape=\"<data to be created>\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bb782bd",
   "metadata": {},
   "source": [
    "### Mito ETL (mETL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d95f1720",
   "metadata": {},
   "outputs": [],
   "source": [
    "from metl.loaders.postgresql_loader import PostgreSQLLoader\n",
    "from metl.extractors.dataframe_extractor import DataframeExtractor\n",
    "from metl.transformers.pandas_transformer import PandasTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "709b5588",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract Data with METL\n",
    "DataframeExtractor({'demo_df': {'path': '<filepath>'}})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e72766b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Transform Data with METL\n",
    "PandasTransformer({'demo_df': [('drop_duplicates', [])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d4c6f0cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load Data to PSQL with METL\n",
    "PostgreSQLLoader({'dsn': 'postgresql://{user}:{password}@{host}:{port}/{database}' \\\n",
    "                          .format(host='<postgresql-host>',\n",
    "                                 port='<postgresql-port>',\n",
    "                                 database='<postgresql-database>',\n",
    "                                 user='<postgresql-user>',\n",
    "                                 password='<postgresql-password>'),\n",
    "                 'tables': {\n",
    "                     '<demo-data-psql-tbl>' : {\n",
    "                         'primary_key': '<id>',\n",
    "                         'columns': {'col_int': {'type': 'int'},\n",
    "                                     'col_str': {'type': 'string'},\n",
    "                                     'col_date': {'type': 'datetime'}}\n",
    "                                }"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79773fc1",
   "metadata": {},
   "source": [
    "### Riko"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a4f1e98",
   "metadata": {},
   "outputs": [],
   "source": [
    "from riko.modules import fetch\n",
    "from riko.sources import dict as riko_dict\n",
    "from riko.sinks import sql as riko_sql"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1414804c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fetch an RSS feed ###\n",
    "stream = fetch.pipe(conf={'url': 'https://<some-website>.com/rss'})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d8f1300",
   "metadata": {},
   "source": [
    "### pETL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bddb72b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import petl as etl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "34f6d1a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract Data with pETL\n",
    "demo_data = etl.fromcsv('<filepath>.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6cc3545c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Transform Data with pETL\n",
    "transformed_data = (\n",
    "    demo_data\n",
    "    .convert('col_int', int) # Convert 'col_int' column to integer\n",
    "    .cutout('col_str')# Remove 'description' column\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
